{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo: Extracting curve data from PDFs\n",
    "\n",
    "The notebook demonstrates how to extract `curve` objects from PDFs using `pdfplumber`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:47.791399Z",
     "iopub.status.busy": "2022-07-18T14:47:47.791036Z",
     "iopub.status.idle": "2022-07-18T14:47:47.843627Z",
     "shell.execute_reply": "2022-07-18T14:47:47.843245Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.10.0\n"
     ]
    }
   ],
   "source": [
    "import pdfplumber\n",
    "print(pdfplumber.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the PDF\n",
    "\n",
    "Here, we're using the USDA's \"[National Weekly Ag Energy Round-Up](https://www.ams.usda.gov/mnreports/lswagenergy.pdf)\", a weekly one-page report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:47.861557Z",
     "iopub.status.busy": "2022-07-18T14:47:47.861408Z",
     "iopub.status.idle": "2022-07-18T14:47:47.867570Z",
     "shell.execute_reply": "2022-07-18T14:47:47.867282Z"
    }
   },
   "outputs": [],
   "source": [
    "report = pdfplumber.open(\"../pdfs/ag-energy-round-up-2017-02-24.pdf\").pages[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:47.869114Z",
     "iopub.status.busy": "2022-07-18T14:47:47.869002Z",
     "iopub.status.idle": "2022-07-18T14:47:48.098598Z",
     "shell.execute_reply": "2022-07-18T14:47:48.098319Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<pdfplumber.display.PageImage at 0x1077fd420>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = report.to_image()\n",
    "im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine the `curve` objects\n",
    "\n",
    "`Page` objects have a `.curves` property, which contains a list of `curve` objects found on the page. This report contains 9 curves, three per chart:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:48.100515Z",
     "iopub.status.busy": "2022-07-18T14:47:48.100407Z",
     "iopub.status.idle": "2022-07-18T14:47:48.223351Z",
     "shell.execute_reply": "2022-07-18T14:47:48.223069Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(report.curves)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's what the first `curve` object looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:48.225026Z",
     "iopub.status.busy": "2022-07-18T14:47:48.224899Z",
     "iopub.status.idle": "2022-07-18T14:47:48.227523Z",
     "shell.execute_reply": "2022-07-18T14:47:48.227254Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x0': 585.31,\n",
       " 'y0': 462.31,\n",
       " 'x1': 607.67,\n",
       " 'y1': 472.87,\n",
       " 'width': 22.360000000000014,\n",
       " 'height': 10.560000000000002,\n",
       " 'pts': [(585.31, 139.44),\n",
       "  (588.48, 143.16000000000003),\n",
       "  (591.72, 143.88),\n",
       "  (594.84, 149.69),\n",
       "  (598.08, 145.2),\n",
       "  (601.32, 139.13),\n",
       "  (604.44, 141.12),\n",
       "  (607.67, 142.56)],\n",
       " 'linewidth': 2.25,\n",
       " 'stroke': True,\n",
       " 'fill': False,\n",
       " 'evenodd': False,\n",
       " 'stroking_color': (1, 0, 0),\n",
       " 'non_stroking_color': (1,),\n",
       " 'object_type': 'curve',\n",
       " 'page_number': 1,\n",
       " 'stroking_pattern': None,\n",
       " 'non_stroking_pattern': None,\n",
       " 'top': 139.13,\n",
       " 'bottom': 149.69,\n",
       " 'doctop': 139.13}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.curves[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display the curves\n",
    "\n",
    "We can get a quick sense of where the curves are by passing them to `PageImage.draw_lines`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:48.229012Z",
     "iopub.status.busy": "2022-07-18T14:47:48.228913Z",
     "iopub.status.idle": "2022-07-18T14:47:48.260458Z",
     "shell.execute_reply": "2022-07-18T14:47:48.260212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<pdfplumber.display.PageImage at 0x1077fd420>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.draw_lines(report.curves, stroke=\"green\", stroke_width=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can get a more better sense of the curves by cycling through a three-color palette:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:48.261945Z",
     "iopub.status.busy": "2022-07-18T14:47:48.261841Z",
     "iopub.status.idle": "2022-07-18T14:47:48.295861Z",
     "shell.execute_reply": "2022-07-18T14:47:48.295616Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<pdfplumber.display.PageImage at 0x1077fd420>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im.reset()\n",
    "colors = [ \"red\", \"blue\", \"green\" ]\n",
    "for i, curve in enumerate(report.curves):\n",
    "    stroke = colors[i%len(colors)]\n",
    "    im.draw_circles(curve[\"pts\"], radius=3, stroke=stroke, fill=\"white\")\n",
    "    im.draw_line(curve[\"pts\"], stroke=stroke, stroke_width=2)\n",
    "im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use `pdfplumber` to identify the horizontal gridlines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-18T14:47:48.297377Z",
     "iopub.status.busy": "2022-07-18T14:47:48.297276Z",
     "iopub.status.idle": "2022-07-18T14:47:48.328915Z",
     "shell.execute_reply": "2022-07-18T14:47:48.328677Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vghho2SAtSstMXV7voQS7TEPUA5W4g2uxn/Di/h6bOB0x0KsMKGDS2DBjyE4ni3DuCA2b0GNT2YDbTAboKaIuhRgJF2gaZwKUk6HZmxepeau4lOG8KlxBGgoU56GXIGVCLdAWbXaPp4cTEwO4gPY1xsVEjIxzUxCDp8nlESNCpU+GQm0giSCzNxKpeau4lHmHsQSYwZKQvATzTAmzT9dZr8cmTkSMMIi5tVA/oDkhtDqyLMPOd2rimEWxDkyU6UAFYZyiRgcyqtM4T7auMQznnhiomiGzN9LieKu4FPforbACaEl5L0GfKalvffV4qujnMUrJQAzO3JIY3uyNiEFWcb7GgIohkVCjxN5LMM/U1xhfGHpilJJtEFmo2mxayMlclHmRGlnFkQ2hDnAtUIziPPISpEzoWegu0PKpx8HoibFn8hK4JFhKWgGBXoLL7/tRqS8KPTH2TF7BFgwgL8HiW3MZtnE9OkIjMSz95KGmpZFPFiee+e4riS8WTcQQuGoSSRHqy4lw1R69JKTHYWhuSmGLIUuUldovZP/2aaB6ET0xehyGRmKQRbVjLtF5WypN5BOAqVZvhxNDOHXpDSUd53+w1RuWzZ9EEVkNA3n4cBW1yGMbKiwDoSnLvXSxN6vzA9QiP5BwscQziEsdrfK+0cVt78vqGMPx9ajm68H1YHA9ZGx+O99Im942E0NmKglFGCbc5FKH9El00sOuiMHcpQQPboTwZxwyLPlKlq6cFw7yLmOh1E3WZ9z7PWkeRuirEJauON830/Cz+wPU7yHLg7uZjFkp49JC2vK+lTzj0MTNou7b+R1jo/n8ht1vEoPdtRmVem7EUAkT8BCVShrLk1CbyyNKmv9VaFxQOb08KofR5NDXOJJcBM6V8HRPw0oAT79vbpVmmyFONg7EOE1vlk1ySvsWwTlr3+k11A/j+XA8nU7ms8F8MIGKgogxG94vRosbqFFmgwGbDgYTytkTo4IaYmRoW5ZJCU9DnlXiK18GUv9HpRKjUJVLry+vMiHrStFo6pQXXokSTxlUsvl9K47EoAPUoyAGmpHkgb5r9s3PKQsAYkxmw6vheMDuhtPRYj65gW/nV4PJmI1v2OJmtmD37HY+vR3dzyhnT4wyNokhMGQvD1WSSsOkjS5upiLN/xoq0lj2Yu9InJfXzCr0h2l+3hdPdZ4KFkuM7mSKrgrtW2eWfDVMI7VyYpCxla8wilMo75v8384FIMbdkC2mw9v57WAMfY7FgOU1BhFjPrxno/HtaAYEmlLOnhhl1NQYGJuVvJkiAU2FM/62DUjzvz4KHpZoIXIfQF9j6BCqOSsaA7cVhReKtMjI4ngZs4n2zbUmP/HmSIH+QNzSnA4RoziF0r7x5XxtKSAGlPXFiC0Wo7sbdjscFMRgU0+M2+EtpBMxfM6eGKwxWUQxNxkaXkLTGxok6SMaJO0JHYTwTOdQL3AWO1W6clT9MrweaEqpNEob+s7cQW8508ahSaFKypP3ft/wRml/gHr4A/EsRaezSkuqvG+TqfPNEg8XUBlgVQGdCLaACgEAnYzx1WCwmE1vp3eDm7vR3fXtGCqN+wnlnF2NemLsm3zpOOaJ3NHTvNn97ZwD31cHoSfGvsk9nhd6YuyZ3ON5oSfGnsk9nhd2qGtluFTX9sTo8YywXV3LlFmqa9OQPwEkXRFD0qYiTjYDEfW4TIyup/A6X9yw292ZD9VKeXVtIs1SXfvNt189BXRWY8Qpw7AP2zY58/htWUTIjSldakVEaJrFLLnQj7JJWw4HVhYRSmsbh2tLIsLqKZxDRLjAuYnJ1bYs4+LNwVopVNdy57KVuvaZNaVsFmJUFCYV/MYq8S8stIIbK+CvZioKhTmjCqgsIoTTKQUuLYsItWWqYWqSF0Ej0fokYhVqlUSEWR7dtG4PZRFh9RTOICIc30/ZEIgxmrDBzeTGv7DpeM5uxlP4O2OT2+mRWimvrsWIUc9VXWvhFzVQPkQKTz0R+BerTWxCKUMLpVE7Fgt1mrCLeyHN/6KIMNPlwlsSEYpUN0YjzmenMRtkquzB7xtFhDxYHWkDJRHh2imcQUQ4hjbQYH6FhX6ygL/0Mp4NFsCUm+mY3U9n16zXSiGOIQaLQsWoUEAjI+L0EmkpZepwv0ZBOSiFYD8DUv+HNH5ZxZirLCK0zSFTfeGlbInDR8D6vklECBVj460riwirp3AGEeGY3U4n7Aqf+GPUftDL7Ww0Gt7ez6EDMpgAMXqtFOIoYiTomVglBvTFQ81ja6B9ZYAYET+nGj3N/xrHQkOuVzUiQuF0o5mdL7yUDWoMmdWLCIVVjXVOSUS4dgpnEBGO2c3VaJ0Y0BefzoeDBbSTBgMo/L1WCnHEqFSkWQzcwJi4sZNBSC86jUJrreaRxSdsEgPO18lIi3M1zMHZiloRYWIrnYcK8hqDtIYRC1WTiLC5WJdEhGun8PgiwtHtjC2AGzezq9HienQ1pZfZ3e10trgZDG/H10CHm14rhTjdPMYFrHstiwilCktjZGURIVdJ0+hZLvSjbNA0LBfekogQuu+NvCiLCKuncDEiQo9h/m+/nKyvMfZOfsY46hnwiCLCw+SCvYiwJ0aP/dETY8/kHs8LPTH2TO7xvNBIDB9fFVfZ5w3Enhg9nhEaRYQmgyJmrBXPdOY7xKFHL/jg8dqYirgMw5A9tVKJafzlynomJmwp31M1XCMh4cxbrN3cV9OG1zerD4eLCP0KYGVk6DM8DSfCztS1LI44PB7o7cZgY3YRxNhPKyXjxkmEip5JVibxnqzhGk7xsQm9Ha6LbMclYhxuuEbXlXArw1xd+9XXTwDdqWutixlPmIQnn7JADZMontgQrSxZLEJDH86LNP+7VSsFBdQ2aUIqhmuycuv8vp+e4drN+G6IGtrpeD68HYyHo8ngBiWCw8F4PriZj0fHGq5ZnMEMtdRhbgf7zJpSzLIMmMCdiKRSOhXKaal4Cg9mIIZWnD6cF/nxt2ulXII6qHqU9EwyDbMyf/y+n57h2s18cg/EQOng8G40uR5ezUYoERxMRyMo+fNjRYTSWqmhf5Ewnac/P2Lw1Cahk5JDfeESbDMnJmAOtSJ4M5Kzh6NM879btVJQY5imqe+SnimM0Xbx6Ruu3UDRvx4zLx3EegGbTOPb0ejumg3uxqwXERKOIgaTQSIjjloHaDwBMUIF5UXqlMVJyunDeVEcf6tWCppYjYKMsuFaRD31J2+4BsQY3l4zlA4CMUYTKOReIjhcjAeD21kvIiQcIyKETaF75VLHkhj7FTE0N1QaRokSqVFRAh/Oe0v200oxZ5q6CBXDNWvK65mequEaFH8o9BOG0kF2C02n2dWMkURwPJ4urm+upr2IEHGKeYwLkA92jC/IcO1itVJQqVp1xsHMfoKvRyfomBgyjaAGDiy0wo86rYPRE6NHJ+iYGBE1Z6H7ZRpXjZ0WPTF6dIKT9TGyFt4yHYYa74nRoxN0Sgye7cxSfxIHbleD7ogRWlUdzSkUUia2RXy+84qmynqmeq0UaZS2CJXKvlKJLY/JFvu2sc1farGnr9SWoE5HYjgeT6aVb8bXPmFyPS60UflXFRyslSKLTpnINhadlflN2awjqEJp0V27qzNi0EBndce5QkpGjKucyivRVPj4FCnrmeq1UqRRahYqlX2leLykSWnf0kjhXxr2sJ+vFBlXnQToF1UmxpjNchYMJmx070VTs+tSeo5DtVLeohPnhpYWnbuJkZZ73CLY2EC6GucAlQp2zLRoVJk76o4YgcHTMlZwK6WSqeVxQtNZEn/pIOTGSi+aohiWkP7o4qnUnynqmWq1UqRR2iZUKvlKhXFVRuj37VA+6JrjIe/nK1UEyTwBxlCu52w0mLLZmA1m06ub0WJMdEDh0+xqiCqo0TXrzHDNW3TGLG5j0fnL6qdv1r/55uc/39jmW9rvxr6/3dMQ9JfffvvNN+UvOmtK6TSSOL0VoHFOinVDnFADg4gRKxOGjkRTeQxL8fjiKX84r2eq00p5jdIWoVLJV4oHItkkBlxZmL/UYy9fqTxI5klwfTVh8wUb4xT3zRheRrfDe1SdYylnV1NUQY2ub5AX3RiuoUUn1BjxyqJzp6mzXvsc8jANYi6tgieqCxx9qda3EvgS2eqXKgjkPh7OLoVsRpzA1JmhcS1POYvDJTEE/b5EjNQwo2ISTfkYlpD+6OKpFF+8nqlWK8VyjVKjUKnkK8Wkzcy6VorlanR5nK9UHiTzFBiy2e3kBlpNt0tiYJBW5okxvxp5ndQ9MKgbwzVv0RmGyf4WnbquWEBFajLoq9riMFFW3o/MY7ObtLpZAq1avXu+NEw9D6Jlv7G7phQ+AiX8yLEsEQM5gcQIA65CKC4omvIxLDPx+OIpOpzXM9VqpViuUWoUKpV9pZjI+LpWiuHypeKlFnv5SuUHOAWgzzBbACtGizIxsNeBxJjckwpqhLLC8xmuRXv1tnnmoNGa/1Jhmm/DSzHaufHcifeofvPbHQbFr9AdMSK0G9QRPBd0pNJQxTI1CRJRBdZBCTCRi0IUTUmKYani8LHFU2Xvp1qtFGmUtgiVKr5SYaUrku87wpG5SDWv4NvLV+rw8cqdmFxjF2FxDS/31wvgwYQkTxSTcryA3kSugroaz89luCbSvRUxcCMFC13Myv6WeV0LT9/Iu87zzd77+n6Wv3hY1PUdzmPwpcyHP1V91NkjQ5786F1po06uldoTiTCBq7R8eRrhaHwar26l2dUuNZu9yn6Cr0cnqBJjW0NwBzFco2R/X7gMuhqmzRNm1bVgPK+vemL06AQrYrgg2Fo2thMjPIU2KtnRMk1Lx8yHPXpi9OgEK2LgE3fbRFsabkttI43aG7t7GStYT6KeGD06QakpJXbUGBguohGnGY1rjsuAqIxCcn8ZPTF6dIISMXRit0m9Ut0seNlbF9UW2/hWzIHk4JS3u6WtTplG2xkCBsqoZpDLgbnwMVwxKiJCW/bqr4gImyONFcMbXmtYG5wS9YP7GK45gUOD5SNVBIrNnm/tMV2MBzSF14jBeDyuZlh5rxWCwm0iQsxT7nzbSvnetOgsTzZUsd8UxgHgW7r0a9WJIdp2V2M4DEW5/LSpEUQBxbpodHWDUiZOvlSrLCKEAtokImyOE1aICClbbXBK0g/uNlwLSXOqylrDskBxi+fbIbiDorwSDo430q8HwISbylcr77XZNZsiFbaJCGdVYggXimz52Anxuizfy6Iz2X8KoyV4sP6TiKQ4lqm27LxEt1NioEeODaF0kIYQrdcwdKvx5gLktSQhETIoY2zoNIsSKKA8MZylPDu9Y0xKryQijGRF+FESEW6JLJnPTlO2+uCUuX5wt+GaEVAKKk+xkkBxm+fbAQBizNBAbYS6v+nVDZuNZ/PxzcQHaWVzimc8ItHgdDC5mUyvh+S9xkaDG7TvvBsPt4sI14ihjSrpQ8md0tpwZdEZch7bTbmSVFLvlFEdDBVVP8dBagQdbl2ZxSPDu9RKOWciRsLAGOqtTHjrNaeTSOJksfANORHDw5IHWkc2zIAYScqccMYH7js1UnolEaFSPNogRq4fTBt3kBdezFYfnNLrB3cbroUYAFNUmlwlgeI2z7cDcDceL9hgOr1m92zA7qBUj66G94MZBWmFysLXDiQanN7ORlfT8dh7r13PSRFFdcQ2EeEaMXiUZaul2kSM0JmVRee3X3/97Te/9E6Y3/78m2+/+uabn9PLKb07v1rt/atvf/7zr7+Fj1/hIX/5zUbWryCxO3Ut/JrSu6rhozATZL0GlUbh0+THpxOF2qkUV2bwCJtSqYwkNCkejxheRMgNKRhrRYRp4w6WeqZY1ganZLl+cKfhGnSv8DVi6yLCnZ5vB4BqDDaYLNj17QyIMRmMRmwx9wEpoa64o1wkGhxdo4Z8OiHvten1aDRcEmOLiLBKjMQmZekDEINDFaqqFp3QsOYh9KSiGJoLMoEOnz71Ap28jyOYXc6V8yzi6Ubv4+VLGyTd9jE0CQO1iHQmyHqtRAyHP3UIrICik66IkeHsSviIxChM0SjgeK2IMG3cwUrox2uDU7JcP7jLcI0VLoSlUygJFLd5vh0A6mNMpqMFG83QaXBwDY2iFTHYHdBmOCPRYIkYo8nodjgclYnRJCJcqzGAC3ZFDAlFQAgo9usWnVkaHT3J3QYqsCj+qA5BiZqVLw8PLAw7NFyLjY3RYk1nieMq5i51HJ6nFppS2GTgsTPwdIidkzrQghSGTlnNTJAJHcgwOrWisCIirOhnyiJCylaPQuhH2WqDU6J+cLfhGjwkoG8Vu7JvUkWg2Oz5dgBmVxNoBQ1ur29HtzcTdjsZ3t+N53djRkFaIcPofoIuzigaHN/OZ1cjFNmibe31HX4znOwSEUKeEjFkKLYGcz+b4VoIvYpst1Tk5cPD2xPNYzQde1OjdzbBXv2B9zyd48/6MdWKp9INNokIbRJlbstAyqU7EX768O77foKvR0dYEUNnMdvWQ7pwYrx9ePnhQ0+MHh2hPI9xlLr23Pj4nn3/0BOjR0f4Ykyd33/ESqMnRo9u8KUQ4zX2vD+/6Y4YOk6ks0w4qZsG8R9hQPbSsWdwytMZrpUxW9yMrsdsfj0qGUlVsYrCd3hwynVcNjF++sSoOdVdjREnDNc6n0oF9mVgz+CUpzNcq2BxwyaTIjTlDhwenHIdF02MV9CKwtdX3REjiVmSMhli9BgMSClxgbqxgvRS9I3RUoWPFiqoBbRdnpswB7nAmZBbSReKVqVbMu4VnPKEhmsV3CzYzR0bTdn0BpVPbIR+ICh+IhXVCKf8ZiOUTrFjDNf8Dy5L6trHuLYD8fkD/Xn/scM+RsBVBEUMZT4ZM9wxJ8h/TcUioBCVKuFBaE+xQutYpCyx/txidtDcGjQfnaYLNZptk4juFZzylIZrFVwNJ7ezMTCEZFTDa3Y9J/ETqagWwwGb3AxROsWOMFwjdS23fB917dnxA/YwAD9+6pAYzhrjlC8kkU7wNhT+axHHEJXkNxVeYlsLiUHnFtrDTpCIQRcalcX0m9grOOUJDdequB5Dx2FCuvHr29kNEoDETyQWubkbIBFQIcKOCE5JIkKXyKW6FkWEF4qvviuUhh1adDIdCIFqCo2OYamMmFj6r0UcQ1Q+AWJAEyY5jhjZPjXGjuCUJzRcq2J2NZ+jKgTK+Gh2N7pl8xGJn4gYsznUJhViHGS4RsSIWbZU16aJ6Ar/+b/7uz/+S2d7E3/7r3+3fN+lRWfsVXE2EhGULoxSSf5rsZMBhqiENzqQKrvATkbm4iykc8ui5uV3W8BTlSm60DB1W4ixX3DKExqurWFB/6NECmVUqI0i8ROpqO5vrueLay+dOsJwjdS1dl1d2wVefn749PHX737saHevfnx492r56UTzGLz5zUWiNDp0aJW22sW2plT9Fru+PA1OpJVaA6lrecg31LVHAmjxE3YIXj78cOgu3jy8/7ikwo8Pn78vpR1DjOSLRByZ43ZgAtXNmTwpPPJw7Q/vHz7kZfrXD8sCvSrm++zi3fsf3rx/ePenT29es7ef372spB5DjB49SnhMYvz08Obt8sObh4f3H/Djh4f9m1Xfv3/4iH9fff/xxz89vHv4/Laa3ktCenSCRyXGx4fXlc+vf/gMDapP7358t3PTH36AWuXtrz+XmQWfN5pjPTF6dILTEuPNOyrHeUvp5cP3Gzl+gGrj7ds1wmzmevfu3cN7qCF+ers943HEMLFyljO1XK9lY5ZUTXo03i6uIKNBcx+D08w2f0EYHlqncE94dNRbxVbFLF9nxQ3sAA2gSlPEJhaPuiKyx144JTFevX8HnYFPnx8ePuPH174RtIa3H736rxmv37x7B1u++vhmB30QRxFDBkYEruSyngRcVwd1ONphMBPIBN6YwDKeyszQiz8eh6NkTKaBZDoNOHMB466I/5FxERnhMBLk6owD0ShT7HE2nJAYLx+wB/Hyw5uXr959wI8/NWb9+L4x6dX7h88txq+OIoZAYigOlYFEgVASxwFXitbCC6UkR6UUESNBYsCugRg6EHFMLwzNEeH/TAqGUQ6YVZ4YuJKerBNMDNlTLliYcKuUhRfawUWrCp4pTkiMzysivHr308fa+qJIf2gcl/q03r3ejiOJkUWpwDiwgYydCDSUbJWyLHSJyrS2KnEFMeIAiQDESIATKb3AZwxCp4JAoVlDII0nBlknkMFT5tBUPhLMcZvyIEwiGUgkRnaJ0+fPGy2I8d/+9s8qX/z267/Zlv9lubC/fqjpX5Twvok1L5spU4tjawyeRlB+McReCm0caEphCXY2gSe9iDJjlzWGhOKPxIBcOMssKDCay5hgOgq00GEQcU8MDu0tRq5PKVYbCigFnY4UrdxNHGgkRtxsL9vjPGiO2kpFSoYsD9rK0v/hi1+VM/z5ixcvfvWfNu85F7zmeL29f/Dmc0PC++b2Vy2O7WOwKABiyACX3sAzH4nBgAJS69TGEZOs6GNwrDKAGAI4oeiFUb2gDVauQrNUsbwpJWSS1xiKaWFMFBroZdgQSKU9Mfoa4+KwXSvFlAl1Lj9K/9sXL/66lOGvXyD+ookar1s96l8/1DeYfmj4vhFHEcMGmYu1SOFZb2PJXBQFYQb1RppBnyOTOopCDX0HKNWBAzZAxZEJ6ElE+QsFrtWRMo4px40UWWBkFFgHrVBHvInRciIOHWwaOQX9FBtYC1RLO7Qj69EJthMjkcZKXVh0/u7Fi9+tItTDh2+JG/Wh6n/zm/0i2Of4rj57w9fN+LbLeYz9dD5lTyWUXNduRaNSNDbl/R7DyGVLYZ18JIldj/2xlRjcuSzReVsKHnt/gMbTb//Sp/+KGla/+BoqjbrN21UY2Jf4tFk3vH7X1MJqxLkn+Gw9mXJn9lW8bOPC5ZJx3rBRjzOieaGSw0ImDC8vVKLmE7Wnfv/ixe/p69//obYx9flTyxN59fndx1//Ohc+ff/h4d2PL9+0kIosT/vJzHz3ZLhotByu/f1vf/XiBdYZX1f6Gxv46V3LvgHgzfv37x9wpu/1u4cP3//wacdAVj2eDjF6XDTaz2P89YuvGfvtixdbBqSgz7zHJHUdXgIzvs9nAt+251ZPjB4doT0x/vzFi19AQ+q3W7K+fPj1oefz8uHdtpnAneiJ0aMTHDDzDV3w3734H/wXH3/88OaH7998fnj/4Yfi2f72DbR+Xn142CZ92oGX7w9oQK3QGTGEa/S+v3wkWR7nC1WOFHqyFjr212hx+Wliy1pG75Pm41Jy2+g1nx+IG4zfVwlOWUS0xLiUIo7jp2ZO14IY/498iOjPsAf+Lw+fP/z06f27Tx9f/vBhOXj0/uHh4fPD55eNOzk5Ogwc83Q1ryIRFJxDWwxaSaEna2GFj35jWCx4XBJPFj5pPi5lLJui8hYHshpDY1aCU+YRLSkuJZpcPTU1WAti/I+LWWjoYPx/K6Oxb/Nlqp/ev2Xf/3hGWnRJDJUwYQyGGDSWJ6E2T4ooFMFIpDouIlTWgxaEKwNVSxj7qGIFZM4SFL74GGJbDpRk2q0Hp/QejkVcyieneWnTlHr9kJf5P/zifXUg9QfiyZt37eYuToFOiZExHbFMyoxZnrHHcYDpCH7KEGfV8wiV9XAU6TbjyvBAlJeeyDxCtUolxqxMG6/dHyjDiITV4JQ+omUel5I/Oc1Lqz7Gj4U6/If10djPn9jrDw9nrSs8uiSGiNAaJlRJKlGIHm2JqnNpMLnXsqYQmo2BlfNqITRQiKXF/sIyOCXPuWAc1hiNt84fKDSoK64Gp/QRLfO4lMlTa0ntsuiUrGLRmVcUb9+tDxy9gs7FpwOHaDtFpzVGwDFGY2qTCCNPnj5ud2cINYU6SawPat/krytMHhElxDIs0CFrGZyyWGQojY+7ufVATjPq4JeDU/qIlnlcyqe3Emu7RaextmLR6dcesQ+b64q+f3P+ZhSiu1GpKOYmw/Yx9F+hvZC66BJdamsRBhG0hAJowCA1sqaIqSKNooxlmpP9aFjuipBPms58XEodq4ZnQnEgiV6gleCUfstM+7iUT68ltUtdCx2zwqIzDYUQ//x3f/ynv//jX/1zdzaCHaNLJ8IvBDtHnesyHDJU/XSHt2uwgxgJX1p05t61v/nuZ6cMeH8sOvSu7fGcsd2iM9Sye4vOk6Kf+e7RCbZbdBpoY3ds0Xli9MTo0Qm+kIhKS/TE6NEJemI0JAunpHJ0zWHoVOgoUoZEz7TEoZLCxJr+PWEUeiaKHeni8vxcrpViNsYRK9t0mYVWyqKLXKNWaotc62LRE6Mp2Rk/RQXFAt8ngSSVQ8Kto8krGTH694SR65nI3UQnMlyNRxdaKWlQ/6SbfvtCK+VHtBu1UlvkWheLnhhNycqLGQCG3tsU44XA/+i0xgJxwcTYPzilf6rnsSNtufT6SXGHpZvbLRJAmiSJJItls1Zqq1zrQtEToyl5SYxQ0nuhMmAFh18Zf+Q0lKkx6jKJsXdwSq9nKmJHVjSEuVZKRyFTfAsxaEulOHCjWSu1Ta51oeiJ0ZS8JIb17wWLoWuRcDRKg9zygmuM/YNTUmMxjx0pvIvomlZKxjqzUWPQZq+V4oYM5Zq1Uk9JT+PRE6MpOSeGQG2MJwaPHLIEn4vAiCdBjF3BKUnPlMeOpJbUhlZKWK513CS5z7VSdIfYFq1Uo1zrYtEToyFZRLGMU6siYAS9B0oIxVHG7ZSNBVNQc6jgMm/KfsEpl3omHzuy3JLKtVIsUrR1U1NqqZXCNU7NWqlmudblYrtFp0zkyqLzMsvAGrqfx+hKSfSoOCQ4JW/8sOemzdtc/P3axI4431APLi06v3hihF8k4iw59yk8ReyK8x2XLDpbumWeB31wyh7dYHuNEa8sOkP+BNDLznt0gu0WnWGYVCw6Lx+9VqpHJ+hHpUrJG8EplzEmN3JzE8YOxzd9XrfMqWPHmVHwL/HvhIotBhWA6tdYZeCjojEaaVCHJGPDKJwlfcYxrxh+EK4snQR+h1ugr1Ojt1OPGgyuB9dTxsY3W/IMJ9eTybAhsSdGKXkjOOUqxuQ6Ms4CHOMMKU2bVU4MQoajunHxLgk0mgHwOMwwKqXFaEyoLZGUYJgPZwmfTZpC+U8jxqLY/4PvMO4SDQrn8S177IXRLWO321iBGEzYZFGXMO6JUUleC07JSjEmtYX6wVgLnyikEpTalAb/AwofJlY5jQss0IG74h2Ufww2FiYG9i0xGhPLIF8GCSHKVn04S/xsAgy9FDH8yxTmI1Z5Yvj4lj32AxJjMWCDGRsNpmw0mV6PxhM2H0ANcTOeDgfjOSNijIEYs/FsPp5ORpA8GM7HN+PJ7bQnRjm5GpwSvlvFmEzDOOZBYsKUBukwzCQSQ4ZRih9LOQ0U+yTB6Z/iHeyV0dxvFqQhEUMFWihISKnI+3CW8JkHUSiBGA6/BnZQniUxnp7e6IwYXQ3u74ZscjNfsPFkeDUa3A8Xs8V8cjOasJvBdDSCTIP7xf2czQajq+Ht4OaW3bMZvAxms+u+xqgkV4NTMiRGEWNSKuBBBjVAQOJaDDOJxHBhDE93aUs5oW2UwncxK95B2VZQY8RMsiQNiBgOSATNqAAaTyIPZ4mfKXAlEAPZAE0uQXlyYggf37LHfsAa4/oa+hg3E3x/x6CwT6bD8WIwvL2fj+6uMdNgAmxgkwGw5HbI7oAV7Gq4mLOeGGVsBKdkSIwixmRk4oxph9pBbEFhNEkghjBcBBEuR1jlRBvlIOFEDHyHZVtwFRoUI8mAIzGQZBj7VWvoqPhwlvgZmBkiMTi2z6Ca8Xk8MVRfY7QBEmN8D8SAN6NFQYzb4WAwHw4Ws+ECuhHYlLqeQD+dzYZAjHtgBWTsibGGzeCUbBVjkqVxnMrIxjoms2dLoew18ENEgc1KOWlRTwJg+TsOfXAVWSeYzYw1Ig5c5rhw0AuBPkcUZAmGs8TPsWEOdgs00JFVmaDvAgVbxBbabu7pmTOdD5Or8eR+xBbX8P/1aHY1Gt+O7icLwHRxMxiPxzPGhovb+fBuMrq/G7PbyeAGmlbjmzl8mN/d9MTYN5nAWRGLsjJEVDNctPEVX/t2fXu+PTvL41v2aI2NAdm6Edrb+doXPTH2TF6DePQhIvPUVjScFVdHYsvMNxYprfWzV9f2eAYYzterkSZiCCvRi5eX1LXJue0394HpidGjCzQRI0zQiFcGcqmu/eU3TwE/rzbEe2L0OAxNxJAGW9FWrNS1TxI9MXochsY+hjEiFEav1LVPEscQw1jbaDTGwoi7S463GONCXN9dV2iB09byjAzXrLfeIe80aVr2/lEiWUS/JNc1enky2H9U6kniyOCUSU3ZL1T4PrbchQJnyXnmox1JHbS2PCPDNQpayXLvNBJAtgBZteXRL8l1zVuvPRm0IUZYva5Qr55BIf1foPps4nCA0jF0OXVtl5Utha4mln9azUTp4GHjw/AIMwT6iMJBwUyiNNqXQe0pVAQVqcJQSyYRVspttk1ng0xInVXcsIi3tzyTiQ9aSR/gGp2qe0o0w3mTQ1pxTq5rRZjKJ4I2xFhrU1m+utdKy1I0qbUWSMZ1adPKuoK1XVYeSkpUfstQytV9DW2JGJY1/uqHEyPxAgylecCV0wLtywycg3bwGFUJEsMowWJ+icFcFSsTA51p21qeoeEaBa2k3aWSoYisFdCqLY9+Sa5rbuns+CRwBDFUif9alYxP+doNCG24JzEqzVDpKhUBriBaHU/bMjFMU5VxODFkSn9SzuIQF2igS5NMHRolcRsbJAYqCdd9KS8Cylk8t4IY/ra1tDxDwzUKWokwDh52cctijdGR/bOMXNcK67UnghbE0GtFoHyfTFKqMQyrxmxLrFglVqaM13bJk7K5ETyfy4kiKbWYkjIXnG6soo/oY+CEJtcxxn8viKF5bIEYETdEDBNpaBhGl9dHE5p0WjkxrPABJFu2pfAnC1cRKqNtwb7rz8IW0S/Jda2wXnsi6DvfTckyU1D+dQSPuRglg1Jlylot0iQGhAE8QZMgzJLL7FFGaBmHGl2t0igN21qekeEaBa0sIlQmtl0fA63aiuiXPkKlu8juWBN6YjQn77IR2yf5UtD2NGt0jc8LPTH2TO7xvNATY8/kHs8LPTH2TO7xvNATY8/kHs8LPTGakkOrntIoShUOo7fQCxNxHCdMt9JzFNoqP8xOiidpbbvOONnJ5QIrUl6pJ1XSemI0JGPICMfEExIxlJBoyf0Lo2h8Ole47A+vrXI+Nh8qnjImW03wkVYqF1iR8qqId/lE0BOjIZkHhkmexdomFsVRoRWo9nkaUXlTnNtLl1opLJxpqx14bVUetBIVT2iX2GoXpJVaCqxoBlw+padMT4ymZJ1GEmVvmdGFOMqyJ9K44knK/Qt9wrNOW+7BRsuglaR4isKWlQ5qpQqBFYW6LOJdPg30xGhOVgEHYkBbm8RRKrSpfDKaBpLF5trYBH/htO0eYpkHrfSPemFV627KSmBFoS6LeJdPAj0xGpLRlzmTnhgkjpJR4rJTnONJQGRI/E9LZTNtuwfH86CVheKpbeBVYUsCK7d8eSLoidGQzCNrFAujJEWtVByjC7N+IupQaLQY/4JCJWpJ6aCdVsprq6AppTOveNK2HS8orCUJrDJNyit6eTroidGYzJ+uVqjGru2QPWz9ovXentbt7ImxZ3KP54WeGHsm93he6IIYocVunoEWZdtGpElgS4yy0rr1CW1X6Nz51YBbhsd7YvQ4DHsS43cvmvALikcnDa5SrXOi+FkjXkGq9VuqmnPgv/z5z7/+Ve0LJOKyV6ulTAS8lzyUvHYZX0+MHodhT2L8zV804fcMbTqkQmLUFc0f3jThLQVmoS1VWHMSBtU5dS9+HTEjyQYU/CRUwCyR1A0ZHeUrZdRTWovZo1N00ZRyRkLLxm1t09SCx1bQlkmzAU49BDKJxwyqCY7uR2HI47pCfAQxLMZ9eSLjsxsQVi8N17wUUDcaRtSCRIS54RpF6zRx3G6CDydHyaqt0DG29Xw7L76YzncY1tl1HOMrhf0XIZVJyEcKOlBoK3X8iT4G0KCjMFzzUsC2Bh0oIiwM1zg8Izh80YoYPBO5VVuhY2zp+XZmfDHEqB8mP85XiisnAy1RKgUtvgRtpY4/z8dAKskXJPe+0RkTkWg1jUAiwqXhWkKv6y4x2+ESLzjPP8asvefbWfHlEKMWR/hK4UfjUEqBUikeZQJtpZ4EZBpmSUEMkgKaLElbkRpFhEvDNU+MduU6SJzzVm20O9Xe8+286InRlBxhw1ohMVAqJbiJ0Vaq+1M8AULofEUFMUgKCAXcttS2xnJpuOaJ0a4lBXcTG6PGP0u8aqut2uqcAGIo/eUiOpwYIrZhnOhAk1QK3m51P78oiIg63HmNgVLARNUaVG8D+mXlhmtEjHYtKbRwxApC+q3ccpdPBUGQZPEXDFG+1B13YuMr3vjhwmENRlj2hmv5YsR2xnAkIswN1xh3MW/bkmJa2cRbteU6xraeb2fGM5rW6if4WmDTcO3oB8NTerI8q+KwkxhRjx4FemKsknv0KIGpIP2CwUsl/xje9HhegOIQaf7lorTMuCdGj/0BxSF7QqPLrRG1Iga3TlW189wth/+lVeW4H0lc35vkyuK0WBILR0OVmyGXeLE/ZzTOIl1kUKbnjp4YpWQeuaW1RgG3nK7NdCWGWhjUC6eimP5pxSIavc/W+VN40lgZOR7g7IJ+IjPqzwk9MUrJisq6DF0YS2dCJ5mNo4gJQ+6UQRpywUK0XXNaWx1YeNxjGrfKstBZ0hAYLOoq0EqxDMu7idGvTDFUIPo8WaAE1j0ZZghcbHz0ph4XhZ4YpeTI55BBbHkWy0AnAc8iloUU0jsJgoyHAQsSHYSh1lD4A0pLIhlIGZgYqwIXaGKHSj0x4IUHItVWJc7nscDATGtBzAlsGABHnpIV2fNAT4xSckxScybQaoaIAaXbRTxwFIdXiDiwKsIWUpYZpgORBJLSTBxoyE2trgSJYQNhc2KkUJngbqPMWJ8HiKGDVBhNxEgEVDEtlzr0OD16YpSSE2wGcXj4Q9mOkRgGyBKxQDG8RVB4Y2tSlhoo6kQMSMa0MNArYvAAhRhQ/IsaAzLAbjnsR66IoVObMU8M2dcYl4ieGOXkJFLWAj8stoagfhBZlqYiSekWpag34rFB0VHKmY5UFjJMg/yBNYGJaNJER1ZlAnoSOo04uuFjlyPmOopCn0cHCnKEDp1deRrjsFf6lFREzwM9MarJqyGkmtCUxQfpB1ibxD/VbZAddTlL38mnY/35bNCKGLxpZad3muPMlwG+luAhajbZTGkobPzQKKJtibEXXJtnidi5hoO3DMnS4xHQghg8hrZE6VdeVf8amskY1FlkMcbDLvUko2JSIIlMZQEXX3rChyopJdR2Q0VmEmidwC5az06fhBg9vny0IAb1LVezXyJdvuVIDJZlTMXwVpRqAJk/C3HohVVmzuLlauAk903zB6kjBuyZxRnsLOyJ0eNx0IIYARZlzpXSSepSoQKTpCpLVKSrxIidhPSQKetElIRUgRgcseQ8c1EYGfgmdqmCDEgVFyjBtHKw1zBJXOQy/MRxv3Qc5J3CEVAJO+uJ0eNxsD8xaBwSCmgGZThgQRjicDx0Q02kqsSAh36gY0WZUgP8YTguQ/vIYs4iayPYFjKkhsY3bZBCWwneo2+9gz2EmYoT3C/tYkkMnppHJUbjUlZLPk2xkZHA2HJlPYd9StG0LhDT8Xh8U5twCy/z68l8cTO/nbPbUtLsung3GE8Gq+9v7mv2M5xcl/M0o0WNEeHYiVAR4yticGZcXE+M0BNDks4ixAIuaLx+SYwwoC61gv4GVCNADJxGoI0jVFC4uCAGziVgU+pxiYESwPI66VXvylMhlQz6PWnbE+oGFAE1McRbbqEpSpFVl0jQJETmLDWo/lJZdUTYW6EZn4MSk6zc1PVxVvONMABr9QDFRoUlWwh9Q3hGlo5ROQCdqTE7xZI3Cyz9q8/T+fLtHb5cDxjw5n6+sSFhNoFyv/o4vK3LNJiwxXjXebCWne/YWCGjLDRBGFiBY/caCmyWhdiDEGkqMyjySRbpwACLnHEicIqqBeh8W5vwFAf1owxqiDiNeUxd80wljoUOFwRHHG43PI/DNBa4X4vHwSNnymSCw84ahHvNOJgYPuKcZCFcsgodV1EYGiXRuNoTA/ZMxAgTYUOHqikon1AA2ltbtwdFQJWxdxeIJdqcitK4CIfGLXoRUEHVlikZSh1UyjVZoXFqyzJKFImIdPUAxUYUgLVygGKjwpINjiBQYZnVH4DOlM5jx3XdjeBlxGbj2Xw8vZ6N7sazyeBmNhjkxJjceGKMJmw6gCIOdcScTW/wA6TO7maw8XwwGI4mMzaY3Q7GQzYa3MBXE/hqej1kRIzJZAR7xXxseANZ4HC0h5vxFLLDP0htOY9xzLAi33iz9oWQW2cHDsPBxMiHyqw22LiDRhXwNdJa8XSNGEDryIYZBlyKmHdm6/QK6iET9BClOiHw8bzCyuy5wsjedKIi9TG+o7Ubi9mT4hlOiRWzAh9ilb53vuII16fnI15YsiUpVq9ZVSW8OgCdaXEeWzC/wqLLZoPR1fB2PL0HCgyvZqN7Bo2nCjHmd9C2Gt3PJrPh1fDmmt0zah4NrhZDeD+7ZYspmwzvRpPr4fX8drSYT26GV9BMwzz340W+V8zHkHejK9wDsO1mvmDjCaZe0gRfeApr04OJIVO/vZYSqwUFPzoGuk5MsEYM+AS1WSQiNFKCWjHKHsHHEyOgugRJSaODOEThSoflccYhzQ8cWpK2izVpO1mhFcTwieVpRh9iNd/IuxC5teuCxKUlm8CGU1apz0sH8Gfqz2MrrqiRNBmMRsiJW2w0ASFG49tRlRjwCXoWk+ndECgA765vZ5A6ZPPF7RwaUFfD0f1oCtvP76bXo9FwOF4MYJMptrMG1Ni6Y5RvdF8cDvYwvL2f30zY6JaOdUHEOAkO72OgFJzrOIFGwYoYoWLrNUZODLQXS/HByM1jKAJ5imHHyZE2oP/9Ez4urK1dAs9nmlEXTmOB3VBjGbciBiUaLAemmEiitY/FRmhbuxGlGxMLSzastEJj0/IprA5AZ5qfx1Zc4zN9Orhms+GKGPB30UAMqBgWI3g3mmEy9kiuoArBvIt73G40Gd0Oh/BvsEEMRvnu5vnhYA+j4WABrBgtemJUsJ4soWNjMNp3iJOWmUwTGwmZqlRbbGBo6GWlBpJsJFOTpMJkGOLVoTPbKS5kHQ4ZSY0fomUeWVUUFrVQyiPf+Eks9jWsWJceYMM1P1VKDDXm4MtZKMdWGwlbHGAFnxgWFRF0IzR1OJansDoAnak/j+0YLq6h5T+8vxvP7wY3d/PJYno1Y3fXt+PZFXQ/5reL+eIakuAT1CL3E+xGsDHUEjdY3Kf3A2AOtJVuoDkGFLsdTObs+u6aLQDTq9HkHjoVUKdAKuyV8g3uFnQ4BnuYLW4GbHF9PcLUnhhbkg/s7TyCvsNHQHVGoR+ajqHrS5FVC+jYogxSOXQ74wqKpEqjilDRW6GRk1qmKTEMolKAejoAfQ8HwACs1QMw5hPJkg3qq9gpwaQKbf0B6EzpPLbj6nLQE2Pf5MvCDvIdz8399tA8oHJeQKVy7C56YuyZ3OMpYXj0HrYSA1qWIVbASch025hHF4KeGD0OwjZiQPPSSmh3hjoRjj0NB/x1HD7B55YzvUlWI/WwTDoFWawfojr2PHuUMFssW0KT8eZE93DAbq6vx9CRRvXIShHyWJIQHkKPKU3Q50VblYdHEN9eOL6qXsRxkpD8RtQUexFiBAoZ9dY3pwDNgBOmk83Um+EYyDC4ZmuyqseShCQqSoyIMepHErqcGCaSl421sdLDiaFyqQdLbFRIPUyiEqZxstf4ddpZImN4aGC9+qgB+spaKYmRbGu0UkVwSpxw9uEhSyApU7ERqZgSu6mV8kGFKC8dpekUhKPZP5OsslS0UjTnvXPie4XbuVdwzAfXk/lkOByMR/4LVG2wMbuCV3Y1hxriBhUhpO54TEmIwpCPHP6zLPExcZi59FWYHRIjl3pw6aUePIXCIOB+4U6tX6ftlIx4JgUkkT7pkVDRSmU481ijlSqCU6Lqy4eHLIGkTPlGpGLicVGKlweglyIvHaXpFEKK11SJzVXWSnnhmdi/E3c79wqOeyzHt/PBFAo1fjGaDO+gMHvpyN10cA0fSREyo9rhnJKQZ0UMnDqDdhT8D30MFIPAn4jjlJ4MGYZlYbGB4gJFLkV7hNqAyifCSiuFQb1StqmVWganzBXA689ryk4bkYopjFklLCtNdBez3Wp5lNpTABjBElctSGUxVro6j31A2qjpBNpR8D/0MQaThZ+5vhlcQUtqiDNw7Aorg1voY3gVyJklIc+PGAEnYpAYBIkhIhZjg41Uw6mQNP+cIiseMcRcSSvFopCexetaqTVi8DVNiA8b6TdCFRMPRFIiBmmlZD7lh3nzo9SfAkN9dZwLqcsHOI4Y8EgnYkymo0XBlDtoSbEFlG4owEiMIXS+vQrkvJKQZ0MMEcVe6mEjB09Uh2KQEP4EYeoinFhmNjZoZxvJTOlA6qhtKO2jUNJKCaviGq3UGjGS9TVXKGXyG3kVk7S4IKOqlSrM4iGvP0rDKZDmMpIU1btGK9WWGLOrsVdwLO7v70d3N4Pb69sb/GJ2N7m7gR738HoCDSK2uB5BAwmKPalAzisJeTbEWKHZ+6bjWFytsNJKUTTUGq1UlRgbg2dQ6+Ub5SomgbVMRSu13IqGNDYqxPIpwAcXUgVUo5VqS4xz60GuDpCEPENiXCCqWikrWZ1WqghOqWl5cLUlRVImv1GupoLuBl87AL3ozMue8Cj1p8AC5iwGw4wTVT3AUitFp0Avj4NTS0LI+xv/8qX5U0+MiwBveN/81SEH2HqUiw5pe2JJSETiYrS6x9WR9FVPjB7PAtuIATWjQZ8MI8NQ5c1N8/OvLxvfVq+hJ0aPg7CFGGESS4cTOFaGppCEmExcNvoao0cX2EIMoWOZCMu5Do1wee+tb0r1eBbY2seAZlQoWMi0ZjyfA302xCipay8QbbRS5P201Vcqd4cqz1OUtVKUbatWChd/M27LA1ebxlUbfgyHY7CY1n69W10Lm44n+3TN++HapmRn6vNdAtpopcj7abuvlHeHMsHaAQqtFGXbqpViPCLXqAZfqfzorrOyM7+q+3Yvde3olo1rGbOGnhhNySohDzWppLE8CfVuH73HxP5aqcL7qdlXyueQSUVdX9ZKQbYdWimcCYlkdQ5w3bjK6M7KzvAO3TxnbDCYT2bD8XwwRp36XupaIMb0bqmuhb3MuzBce2bEIA+1TMqMWZ6Vd3V2tNBK5d5PW3ylfA5VWW1V0Uphtq1aqUSGUGMoHpWK0rpxlUx4l8SYjtn9dLZgi9lwgOpb/Hofde3oDtphS3XteDSb9Ora1usxyEMtVEkq4YFqozb36dRooZXy3k/bfKUwh3I2tQ1aKcy2TSsFDak4Q3/vgDVopdCOzaq0K49GIMb11EvSFwt48KP6dk917YgaWLm6llpbB6hrRfHvOc58Q41BHmostUmE1k2PKJ7dAy20UmHZImqJspQJcgityWKuTivls23RSmltsa+hElavlcKjSx12VucCMYAV0PoZ3I/uJozUt3uqawtieHUt1CyHqGsj7+z9LGe+RRRz8lDLO5Woqe3sJI9FG60UeT9t9ZXiueFTtHaAXCvls23VSgG1LBAhaThAfvTumlLjK6gPcH3rEJo+0J24vb4d7aeuZROUzi7VtbO7+1l7dW2iGMenTWXmO+OXjecxj9FCK7V70LlRPry/Vmq/A3WFM6trceZb6Xht5vvnX102eklIjxOra3HmWwMx+pnvHk8NJ1bX4qxm+Exnvns8b/TDtXsm93he6InRkCwdyXvipHcZPAfGfsZuMq+PVbnE9Pb8wSkJz4YYLE7ZMtpsA843fksKvsLBDIdJTRyX5t/2FBEulYfa4G1qEhHuabiWu66VD9A2OOUKoyv0PLja7Rl4t3p7ruCUhOdDDIsiOCCGVN6AkF4wViVHz8HQaqaiUJizaHC9vC/XaKBSjytZcoXaV0RYKA+900ejiHBPwzXvulY5QNvglCuMrm+x2hizwYxUTl7qhMInDFU5vRkPvFoK5+0uIDjlsyIG/PAGyp7IDQjpBWNVmlCiNCgLtYMip84T2ZsUIKl/n4ctqlz5fiLC3HAtwsnqLSLC/QzX8pfKAdoFpyxhNL2dssl4zHKVk39B4ROGqryBP1NSS7HcivBxg1PavKVdCgPQihgC9ywf0Z+PdUkMFkGxofJABoT0grEqZUpWMQbD8nEbn0V06+V9qf+Qa2RLBX9fEaFXHposgQ9bRIT7Ga75l+oBWganXGE0vbkfjKAoQx+DxBzkt4bCJwwyBp8H114tRdH4Hjk4pc6YwIZnOQxAG2LIIOA6DR4jVuMKHRIjCeQ6MTBWpeaxNdC+MkCMiJ9JjU7yvtS/z6VM9NJOROhrBOCNVdtEhPsZruUvxwSnXGEEdQE8vavEQOHTFENVIjFuvFqKiPG4wSk51bO2Ggagzcz3N5D3219++9UvH3O2vKuZbxlpuOQkSHQgyYCQXjBWpbVW88hitOAEurzxeRb64YM69W+p9PmWVDsRYWG4pliSbBMR7me4lr8cE5xyBWgEDWbz+/vR4nqGKicvdbq+ux5iqMrp3c1kSGopClP5yMEpMQwAPYArYQBa1BhFiWnzpDgajzWPcdZ1r17Bhw5mhcav0pLaU0RYGK5B9UJd6AYR4b6Ga/RSOUDb4JR7Y+pXp67mt4eVP4DBnLWb/x6W/iF2hAFQzokDwwBEqyIaP2JwlSOIcW79YwuIjXeiKbmS0LCDzTyi9CJ4XZbKHjazbJ5hG/wn5wY/2aiUSlePMLg3OLxZBg/WTYY7whHE6NGjhBMRI63sNU1jzV2JC/ZURqa9JKRHF+iWGCGTVlmoIWpTVYkM9kQVRk+MHp2gI2JwKuc2ZWHsLDAgqO1nmfKAnz1Nx6MnRo8u0A0xRIpdBrGsEaRpGLTJh/I4BirJx6p0t+M7RxGDW6dspY3H3WoCQCpIrasMjcIhGJkJlS9zXL+k4rNTjpNfVdP96XEp2DHzzWkwaufMt1aYLHfXAdZ3yRXuJfaihKBb9eoxxOARLuSt7sEtT0/jzG2dI4JL8R/HxVwpfV7vPhWLnbWBDHgMOFLPjMvGjplvxe3umW+vFFN7TVZktD0NSXEupWAi7LaMHEMMRZWYDF0YS2dCJ5mNowjNIGiYP2VY5QkLV2ogS+IsqU9l4JDfJnHcpvQZNUiKodhQOtSMZIESSkm4RZAhy7AScpfjrNCjDjtmvmNm5a6Z72+++db/+eU+M9Pl7X++5zZtcMzMd+RzyCC2PItloJOAZxHLQkeOf/6ZEBmTMhNYKwMT41cJdqiAHWEgiBjwAk3FFO5Z4lgQY7BX4FymNcswLYt5YJjtV3lcNnbMfCsOj8fqzPf6XEzo/AyOdPvN3UgT6NUHfInNAVNATTimxoi9NJv6SkQMaPm4iAeOJKS+zceDEBgAjAEuaGpnCSSGRu2IJ4bLoP6AHUWZsSywkBWIoYNUSEvEcCx1FY13jwvEjplvmVi+NvOdVDSSonWTIAnW9Wwm7bAxdQwxEuxFQAMPW3oxEgOKbxwxOGFSogbwKnmaJCmV64IY1Dy0AS+IAZWBxPjAsKVcEUOnqJjwxOhrjMtH+1Epk6YhkzLk5I+QtdfObh4u6lChetSoVBIpa33byARxYEWWpalIUn+LVGSVYYnD8KTAHROYiCgtMmcijbLqDDspOsApm5jrKAqhVaYCrQNlVSaBP5Ahy2yG41PdXXKPE+CQ4dpQsjRItUgz3s3DnnORdtUZPXIeo6RjYdXPm5+aElB33RwD2f/tR6UuHMfMY/As0135ueLah05wCRN8dmepNxflg9tjExVi2N1DrtXh2g4fe7ajJaKXQIweTx9lYiTK7Gz5nnDNdzcs64nRowuUiGGcshVi0BJ5XrzJM52MGLK8nCmMoP96ULejJ0aPLlAihjWmbOTOOJAgEcqHAbCi/ZrvlohXu5aBYTw8qEN+GsM12TTIoKVxZk0Pqei8hbWVoad8F/oxvCHIV8rFXnRDfk6tTJ2Yd40ScRxjgfCeVTa2GzmKsJYh5JD4Ws5gNdrn0IOVdiTjuOVKztF4PK71gJrj+tTh+Ho0vh4ubljFlG3lJjWArWdrWx5iuGasrdYYzDKNkjcMAxAvwwDIU0GnYfEWbjMhjKJMt9vLiQzXNkeRqJiEmkkgTrV/5D1pyKejcip+F4/Q7yZfKU3xv4CJ6OfUztQpd40yWipcBk6eVdJIsZEjD2vJLOTgcIRyDlxCDj8j2a7RjmA37S5jdDtkrGQnOF+V/3tcuXqzQCOERqvCayDAzUbiAYZrWGNUHgrCwXXhs0KGSbyUhHx9cnz11fLtt99+23LjzsIAlAzX0GhD2DBUQhu0XGOJDVWEz8oMXROwmSlxoT+9CEMVBb1w2FLJBB+rIY5s47bdhU/ZBnrC0TJt8nNqZ+qEyEOX+Q9w2S5br+ogR+FZxfAZkKTlhxK3wIVguZAcTiFo602HJZuNyDJtcDO5Gd4vZuObMbqneWJMr3Ni5KZs5MA2msAGaI3gI7uOoN6Y4+azww3X7MbioVBYbuH5kxi5ChzT7uJaQQSJ2FzMkbaaCzuF4RoU7ABN9VIeSrRcg7uRaHLEQGKkNuIixiE9fAGu0BAGeg+EcRJGWite7ELjipS0zeUcBu8rlRdr8nNqZerECkupPPYDOS3oKNzIkXtWAUJ8JMSlX0pxpeHWMW/AgzvibWf77yiYN1mmTRZQzoEC94MZuqetESO3UyMHtvkdWwyRUTe+TTWZDa+g/TSbH2O4Jm25SAoDj7dQ+jAA7BDDtdZQgYODrT1YZNpmFvEUhmvQCIo4j0QENSparvEoE0QMNKahGiNR8JdeYBtqSpERWyAkmSsFfhe4beWUTgeUPfpuIfk5tTN1QpClVK4D8gyTm75SuWcVKxqNWPK9r5TObOTQos3fVb+jllEMF9QOIss0KP23+LKYM3JPqxIj954qHNhuKGzMyLva3g3ZYgo1wDGGa2GS7lxRcWKLzloG8JAlQZpBowYnO+T2H/gUhmvQioCCDR2fNGFouSa4iYkY0jelPDtietGRJwbZvgYciAEf813gto9SY/iejDe8IT+ndqZOBMeWfaTcs2p9LKR4NLBlTqSO95XiWqPeHoN6rpJdu7YU2ZVPyTKtRAxyT6slxtKBbU7GhHfwMpwtpmwxqiFGG8O1MFI7x4HO5V2roa6WLo6ZQf+Gqk8rs//X79VyCKG6XSeGa2HkoCWCPU3O0HJNx4kRFJs3wloOn4axczJ/yTJqxxjIlEHzQchUpZp2gdtCM+fAW7A/vK8UFdNMk59TW1Mn7xqFDSCMWo8tqUipzRw+rGXgW1Kxq84PQx9DxxjZU9OOTKbaDshN7geDEVqmDRfXo6vp9PbmbkzuaSOsE4aLWzRbW2AqmbLNcwe2+xsf6v5+AjxBa2fYhs2OMFwTokbgt37Hzm/qzLlfTFdApOn/8eF/+T9P/acTzWPw+o+JrHxTDenIa4VWyalsIDYOdcyMKW/8UP6SV3LsOF7r03mEGJR7BaeUmVLnbkrti/JyBvF/+z//wD7+1f/mH31KNWMbYoQHwJmWG5i2G/Q4C8o1hjWm8jSjxqLM3+QF7EKIwVYnqv7x/Qf48/bT/+If8GNvuNajG6yIodO0XOxx5hvNgGnmW+Vu/pdCDGrVImz6L+/9u//R/+S/Z70kpEc3qI5Kyepgt2UG5zZw5ns1j9HhMtRjYIIQ/0Bv4+Gf/Tfi//R/Ecctbe3Ro0BFXVutMXDm2+EQm5WhUY84870ffvkNTpB/9e1X3xUT5b/538KnY2a+TVwdV0liHFNJ0ExcuIJxOnaubAtl14f3Vawgs47XOtmrfLm11DJ+gFMutv4TbGU24woA25MYj1kdGOK9PdXpUCYGXx85CEUiLDyVQ4OeSfTVxTSlsPdDc6kfPxdfvHp4a5Njagy5NueOrghOhjQ1Fi3HJdKYl5etb9gamEAmQcLXp5pL+Whf4XLGzbEszRc3wVbh5kxcxhNltVkbpYanVm9PdTJUhmszUf4xceYbJ7xp5pvnKRdEDCi3qFL49OPyi3ffH9fHQL8P62wsmLYGCp4LQu20DtA/KnP0JUNisCCGRibUpWgfhfY48ETHYJWWtGYJEiNkQAz8UlsnmVBOmMDvGD6StZQOfJhLfBoBMZjfI5mNcKNC7pR2Rvq6hVk4omBKcOV04kLrhIUeoentqU6GSh/D7FazXBIx/EgZsiEHcuRYYsDzHl4DnsrUhtCPwZKqVUDmHj7yVhrFmRQBDwzZR5kAKlMdiZTFAcn2kyDG8GqwIX6Zohg7CmNrAtw9fSRrKTQVUT6CHRGD9uiJoWIJifA5pqXDGVYNuMuMKQWdvMDaQFryoejNRk6FilbKuJ2TTxdFDMTbh1fL9x//1AUxWKrCwAArEkEPfo02UiJz+CXeqpQ6C4kKLNlHmSBSTKVG8dzNE2oMCW2tIKEvpUqhKIfM75jhR28tBbsl5ykE1Ri4R3+4SHE8eKx8k43WpWSBATKQtM+lNo1DIkZvT3UqlImBotFd+S+OGN8/rN6/fOiIGBJKsoSSWBDDYI2Bn6jGwFsgsGIh+ygTGDSg4pznK62gzoFnPWxIX0ZoV5g6zIfEoI9kLQW7JecphK8xZEGM2MEHaHBx3+fJ8HexDk0+45ThvD9WYX2NcVJUmlKh2a8p9Yvfn/akduDtD5/ePTy8+4E+vPlUSnl4fRQxbJCJOAiDDH2hmImywOrA6UhlIU8jrigArQ5QUCoDF1E2HgcyTXWcWu5dpuALFysBGwr4EuqXmJyptN8xfSRrKYttLS/llmgWT3sMAwffS9I6JYlfBYTjWcZlMWncI/Tg8sHobZr09lQnQ9UlxO2llfrtixd/edqz2oqXD+9++v7ly4/v3r+ET5/elJL+9LGrCb5ardDmENC6DVVj8r4JtZkjToMfNRv1o1KnwjZfKXxs0YRZNQzA718AzlhnvP/J/3374wMw4+H7UtKPn77Ime9GH9Tenupk2OZ2jsuaMYp5NQzAn/3uxddfn5EZ/8XDf1O8/ek9e736BPjh3RdJjB6Pj201hsx4yLExWwkDANXFV1/Ry3nw3W/K73/zXTXxqJnvHj0KbLXoDLVS0VoYgP8ZdTCg2viLRzvHCr5/eLv68PHdh0+V1Hff9zVGjy6whRiCDP/dWhiA/8/Xv8W/vzhXY+p9ubPN3j18rKR++LEnRo8ucLCp869efH2K8ynwseH7H8oVBtYfLyvJb191Rwz02QrJcUyfJsDs6UCGazK3Ayajs8Q8wsLBMnSM8TqNHx6gox9zCtPJ5Hp8TW+9x1odRteTyXTj20bfqdHdELcZD/Ef5ZqUDKcOJsafv3jxq7/8/e//5g9/02LrvfHyoVIxsM/5movXDz9UM37P1tAZMVACmyRdeU0/KshwjUW5/wEancm4rRPBsbDCWZb5Fe509KNO4QbNO2a4knubx9piOrxbWQ/utFVDPzfYxv9DkFtCjsPDAPzNixy/aLH5vvj4UFJ6AB5yQtBiva3oihiCPkpjVcLCBJf9c2HwIZiYxDurXTQUPLJ9TUdGZ9a0s5M3IbfSJHDtLLQHTiLiGh5FzXE6ettTWMMIbaJm6G5AxEBjtOl4Ph6w8QiN0ghQwG9vBjeTIaVe3ZCVWu7GNkTjNb8HdG8DFgzuSsQYzNh8cD0hdzcybDsiPsYfvv7dixdfv3jxu/qcv37zvW/1fP+yPsM2fPjwuUyBlw8fiSgf3u8+werHg4mReBGAcTxlCQ49mCQWCp1snfHOahcMNFyDk0bDM2905hKWtGkPAqWcVjE8HaD9c2BwICcYT+ku0tHbnsIaiBj37HZOxCBjNHbHBmM2QaM0n2dxPVmQuVqeSlZquRvbYDoa5Xvw7m1TNNDBbQaD2ylDEzc2mJC7Gxm2HRM4hgBNqtrG1KuH9w8Pn97Sw/9tXYateP/D63Lv4adP7NMn9vJDtRqpP8Hqx8Ptc1K/O6SCdijHgBIWGxZwpclZbeeZnBUugRpD5j9WLOFxbdoo1IkY8ICP0BfqsOl1XA1qdYxcoKO3PYU1EDFG49sREcMbo02m47vRFI3SfB5qEsEjv7BNIyu13HRqdEddFNwDmVRBO6rclBrfQDtqOiF3NzJs2zHz7T2/qzPfa/hDfZUBBZm9+vzw6zcP31cHkvbCw2v2Y6l2ePcDEA149nr3lp31MVL0M9ZIDA7FBF33Im4MU0Z7e7Xdp3JOQKc3d35jOLIIV9DK1WlFjOzAGkMYJtB2K/J7U2HbU1gDEmN4yxaeGN4YbXR7c33P5sPBwucpiFHYppGVWk6M2RC9nGkPRIz76RoxZrdIH3R3I8O2HTPfAqcvqjPf69n+7MWL325u/PqBCjFUFy+rUw974fUDY2/fEZ8+vsKPsIPXv95rL50RQ2YKeBCjqNYCJdKYxwCeZrHxzmqXC2+4ZhR0djPtjc7c7phAZfBUZYquPUzdIcQQaRRlLLHQxwBq0dFbnsIaJuiCdnd9OyaPNTJGw4bRbMzQKG10NcdhJjRaWyyYT72dkJVa7sY28SEBcA+5e9s1dEJoG/hHu7y/vx9eQ8VChm07Zr7J7b46870xFY09jY0vf1aan65MVu8FP5/9Hb37WfFxP3Q4811XHqTh8JDoMsbaKbDbLq3NPi5AqXhWw7VNhJoewJWZ702XkP/V7178tvLFv/v7/+y//+N/Vvrif1f5tAf+3f+PXv/qH//5j//VH/8r/nf/tP+mR9QYag/EaZTF+2T8cuCCy7/g//r/3vUed8x8K+dEdea7ZqHSb6u9jNcP7x4eqsOqf/ppa5ncwJ/8/N77zw9voDWWN8v2Q2+41qMbHDkqxWhgqrw+48fP7PWban/g9cP6RNyrz9sGmPIRqdcPn+D188O7NidY/dhLQnochC6Iwf76xV+XPr37YTMHTUP8sKpGXj48bBmqel301ok8/57osfcJVj/2xOhxEDohxu9fvPjz5YeXtWNQn96//fCwLOEfHz5+3DJX9+tqFfFy9+xF6QSrH9sarlk/Ph1LmXGyuF4Zpxmn4nyNo3Bmw1ANc3Ado19CdR6Ls/CSh7B61KITYrCvX/xh+f6nT3U53r57eP/67Tufhi2rt1s6Dj/W7mLPE6x+bG2GIHFYWgQhWsyljCzQ8gyK2UDkQVcjt2GoBnwIRWSEW4uAgTH3Wt3iHpeAbojxNy9eLN+/+3Xthv8eux2v3lFr6hO+fm5uS31u0tbuc4LVj22JkXDhndYSx22KFmm5cRrN66BJoLdMc/h9iPofp53CoM9MBmiUANuHCTPKSGcTFyZhFiiWXJq3So9d2EaMpfv/zjAAf/Z/+K7ofte3pAqQOvY1KTu2tKUeDlBXFTiOGBE6RZHTWkiWZ1FcGKchiBjeMg2JEQbkdqOzgAaJLWRyARzQ8TAClmSZDgwwJ0BnkfNPBfRohW0z30CCEENF7wgD8PrH9w8PD/8h/1TfklriByDFJ8ryCunxto5Frw8QVy1xZI1hOCezsxCNAlPm0sI4DbMQMQrLNPg+QhfaNEMTHUh1eGvQYidmCoUQSeDiyBNDBn1b6olha1PKQjfS8moYgDW3869+8x3OTX/9s5/lX3z31ddb8bOfFfbkP/vN1199V5d9ua9DcMzMNxCDMzRDkwUx4qVxGt0PJMbSMi0xKUux4POInhY2YloYE4WGGczI0apQ9zXG08TWppSTMYb+rIQByEQJ/92//PHv/ulv8d0//PEf6Ju//6u/FVvxt3/18K/+3d//3X/+x3/3T3/81/9uLUexq8NwnOFaZLPMO63ZILGRiZbGaXg/MnQGRMs0jDIZOB4bx+EuMbKshdLPdBbHIcqtYzTXdKSi09jHuHAtbo8NbJeECAPdyrUwAJ9Kc3Xv/7TsDRTto40ldetYrkZ9RXMZrzbWHvk9HYpO5zGandbqgAGuE14XqLFmaLfHZWObJITCAMj1MABvVp3mj+9WnYFXNPy6T6FebvOJBp+W5rNv/DBVKwHIJs45wWcbCBRe+nq/HhtoP1z7drnsulo9fPjTWyjkbebicvjx3dfv8wVNa4Y4bdHPfPfoAgfMY3ws5qU/fyqnvHr38H6bzqMRP2JIpO8fPrylBU3//rgKoydGj05wyATfO2oCvfppfVT11ccf6zbZBZzWeIv+UD8g447rYfTE6NENDiHGx3evv//x/cP7I6bhKnj/kX2iQHrQNDuoMVZG7yv1JeKyfKVw8F5if3J95vvdw7tPH48swCV8fJ/TARpV7w5pjJXR+0p1AkUDacI/EWxsGbftQsTqWLHlRkd7vl2Ur5QwmUikqpv5PmJmugZvH3KjzVcPH9osvahF7yvVBTQPceqFJvPhaqVgsZStlmyHLAuXG3Xg+XZRvlJGanxuVma+s91zbK3xVw/5m797+Ldj99X7SqHOkRktVYjTj8YexmF0vzGaiOGgiLPAG360gFpudJDn2xouylfKMKkw0Ft55vvnu1UZh+OrY8QgHl2ZITxpXyngsuVBaC0S+iAKywiuMeFeGaejEGWU6UYA8m1QqVxudIjn2xouyldKCMvt+sz34df2KOh9pZgnBryEKrRLc6mW4KnIrEoLX2h8+LcctjOutFF7z7c1XJCvlLRW8s2Z78Ov7VHQ+0qxEjGgLZQc2OhzTOowv33CskzwlpWkNKWN2nu+reGSfKXq8HyI8ZR9pTIXZ2EgVcazKD6EGMZR1wSaUkCtSCkaZWpTTjhUN9xvdKDn2w4Mq+8H88bUvXZR+YxvemLsmZxDZ84+AUVgKZrsYU2pbpl/9N4uzHCtBl8yMdIvEl/qdZ0YPTFWyT16lNATY6/kHs8LW4droXUqd4YBuDD0xOjRBbZJQnD6FEeet4cBuDAcRQxunbJhGC83UuXdcReHOo4lU6GlaYxMl7uVSayc3TIHJhPIgtqham94w4e6xyVguxkCVzhZuSMMwGXhmJlvHsHVGiOD5biTqYgYTJCwOMC4IYb25SRbzWcockpoJobAKQWrDdMVIkjXi3cvEduIoSW674m1MACPd24H4Zgag8o2kzJAbamwSnBnWKgU48ZXBUHGbGAY2oDYWGinVeCEtnhMEVAkSB46qHDwK2FdwrRyxcYxGorEUA/DbpXTiQutE1anqaFJ9h6XhW0z35lKZGL4zjAAF4VjiBH5HDJI4oxFxqRkxSlSqDC9zEcFUqVRItAfJ7Ac7dYkCzjqgcLA5hvHVuBXTkG1EinD842htuERMINlTCmTcTQigZZqht9csiLxmaIflSolx97+CZpSLuJkRpi5EL+LMi/zkUGk8bGPTalUkQ+hDAODRs5QzUAnJDUiCBl9JWyGhjxZvrGg9lkWGCBDhERwqU3jkIgRX7Tw6nmiJ0YpOUGjZi6JGCxNkpRlTuKTPo6Yv0lZBCU8qRBDAxPwIFFEjmzYQZH4lYohkzaBzjeG7xIGnXslWZxCp10H0BBjfY1xoeiJUU5OImWxZ22ilCfOhSKNOBpw6ijy+jeM546P9zgIg0wHjqcxZsAkEccJhtfGJhV+5SIVhJmNio0z6Jm4LEYBu4wig00qiSMbacLSL3zZ01NET4xqco2qZ6fQZ5lBbH612hiDbqNGeXN38tLv6XNET4w9k4+Hbli/xpt82nqcEbtmvmn2qZ/57vHcsGPmG5dhPaOZ7x49cuyY+Q752sx3+M2F4+fVS+iJ0eMg7Jr5VlF15psJedlY02QcabhWOyVtcb4uiRPoHWA1Cq/HrNk8CAqNO1Ruor5p+5RkWHG6mE6L/JzI2akEHfsFdvSBEmXFw6N8ABPjRAseZeMUCq8oiwbg9FI5QGe+UhdluIYz37hYtzLz/dRwrOHa6vOqWJC2iWP2BG+dDR/dzjyUOuC591ON7ZNIRKTheUZued7PCZ2dyrDCWe/9xLztE4tYySyrfAAOybE/yvopFF5RxrDMv1QP0Jmv1EUZrn0RONZwjYVWkEOTisLQKJkADbzoD9MpTrHNBNsiqj0RIu69nxpsn6AOS73AkfycyNmpClrySsWWEnW8JmZcHYCh7tFlG+SPeOEVBUUoE/RSPUDXvlKXYrj2BeBYwzWrTUwOTVBqwkhrxdN1YjAXPP7MNToyyMgft872iSZNUgoNSH5O6OxUhRPk/YRvMRHy5CE4Nw/AkFU6WmMG5Ci8ouDQLqGXygE695W6FMO1Wqw1G5Rebh4mGJisQNXqFBJKFWl52YJYMxsqfRRJ9RGT6GV7jju2SrNh41TAsYZrkYZWABnROJqoTlDnsSRGQr86lJlHZwYdkOdcWNk+xXHupEq/g6FgsrmfU1z9mX1lYPKiGkuoMXCi0RS6rcoB4vwo66dQ7BuKUKzpZXUKeICOfaUuxXCtHrLa2VCr8gmPU7cqh0ll4FQrWXpcVEhTHWDVpTLOq+5NoS6t8UlKHWPDmybPjjZcgy52WCIGNA+KGgPLDJ2OxZ7m1l13D+tbb/ktXdk+CUF3D+4UJlO/sPBzqjbwhaEcMr/5kBhR44oLsXkAv4Jk7QmGOYp9W7Slo5flKdABOvSVuiDDtQboKjFKd0tLl4hVtkq9qZPy46KyLq5KjKS0jkewyj7gGVTqAesVSQxPmq7hWMM1DEOp0aFJpomNhExVqi3+/izMjKWHonIJEPhRB3tVGqUheT/V2j6FQRQpaAcZWmSIfk7e2WkFkUZR5r2fCtsno0rUqRyAWlJ0lPVT8F5RAeOxTfxL5QBd+kpduuEaY0njR8mFXpbDkOnyfjUXyUpTVP6RwsqTjOvSHkW4Vv3rVV7NSgVBN3Z+uzZcK2O56zNJOnYcljd+2HdH7WJzHnCAvXH5vlJPDf0E37PAcLY7Tzv0xNgzucfzQk+MPZN7PC/0xNgzucfzQk+MhmTpcIRAxMmOQEIccmSPP/H9xcMrowaTeaPWyWN+O2e3+fvBYjRd3LDZ9dK3fHaXZ/EYXY8Hk3J3hPRSKwzHi5vBhIQhPTGakuOU4RrVnUc4S/jKHRq/ioiwVsFHGj+c2KfsJDPcFBEWysPa4JSUo5jAaRARFgc4QEQ4wsHU4dVOwRO7LwUAuAKSTNl8sPrmrpplMWXDis6Q5jLYPCffDbKK4Qx5T4zGZAs/PAdiSMVMohL/gtIpThYgoZJMGCgsNhGKF8ZTj4QdGr+KiLBewUcaP6bJ0conbooIC+VhbXBKn8MryhpFhPkBDhERjq5vsdoYF1oneiEp03wwGU5vxlD6pzg1cT8fTby8ibHrAbu+ZoMhG97ACyql7nDC734+GEMWRsSATTAB90R6Kdh0eL+YjofTwej+enZ9P+21UhVsEAOKnYEfXqTwaIa/9ILSKROGjkcmiaAc6IhmfYUJ5SPfxR0av5WIsEnBFyqoBRSWW0qsEREWysOm4JR4Cim9axIR5gc4REQ4mqKCaTwutE7+haRM88nNze3ofjods/splPr5HSN5E5T4W3Z9xaBYX8+vB6SUuhuNiTu3bIpNqMU1NJQwgfZEeincdIzkmd+jgGo2YQdqpZ4WjiAGi7w+NC0pHkg6ZVSMhSIFVrAAv8+ETB/ZZnOXxm8lImxS8DkB21G5pcQ6EWGhPKwPTklBwP0mDSLC4gCHiAhH05v7wQiIkUs66IWkTNARGMDnwfX1FPog2E66YyRvAtyNZwvYYHg7Gs1JKXWFnQjIsvCScqoxMIH2RHop3LRKjAO1Uk8LxxAjCeQ6MVA6pUJJxMiAFT4xE5rHRwjkDkCDxq9GRMjqFXxQ2+jMRti6ocRaEWGhPKwNTkk5UnrbICIsDtBwClsxmrK7BVsjBkmZbocDIgZ0k9lg4IlB8ibAGDiCotm7OTSTUCl1d3NPxBjdEnO8mgoSZrgn0kvhplViHKiVelo4fFQKWukxWrDpQFKESnpB6ZSJXIRCJOh2ZMCK2Ik0aVrsdyo0afxqRISsVsGHGj+hdYyb+sR6EaEv1nXBKX2O1L+vFxEWB6g/he2YXA8Hs/n9/SjXOk3xhaRMC8DN3c1kOLwdX7P53QDSSd7EUDwLhR/+Dq7u56iUgqTb6xHWAPeY7tVUJKHCPZFeCjedAjfuJ3ez++v55HZ0oFbqaeFU8xhbbM0fATs0fhURYa2Cz2v8cNFAITOsExHilk3BKb2IEG0Yt4gI8wN0H5xyOiEerMZad0ajbBjeGi43HVa+7Imxb3IV/BLMA3do/I6XAHYmjjxgR48uG+xFhA0I4DHbo0eOnhir5B49SuiJsVdyj+eFzoghGRfYmGw50VVs1tJnQwj83x9qawO2J0aPg9CCGH/+iyb8HpdqSxvyREu9MVb9sgmvVputO2syXLuq618kLocFYihOHWC+db11G2JwhZogH49SOKPjjRFYrpyz22JJhlJYp4t5hOVmyznqHk8FLYjx2xeNYLhCVckQy+36cM333zXhZ6vNtFkvbvqbb7751Vd1Lz/HcXUsfJZmsMJESpOEYf1YYKsaQ2Kki3x2FoOMrZdmgT454Zbp20SxNAxjxqpkdfI8UsMeh6NNU+rPmsDQuZNbqC40062G5orNaiqa7UjIRQG9F4xWTGndYIfQrinlAh1q70CSOYyaF6LCx2mnBEUHo+CVmimL3oyQyVjH0cqT+QCVLJU8SEOB5j6hUtwp7Yw0GMFSBL3X/5NCV32MxEihsYPR0lmh2KzZzqAOmtZKhLgVape4ZOFGlePRMs53EKEkNBKpJ0YYUDgxnQXkZRIVJkmBSTCTDHhgoGIxeYBKDcRJgBksCX1MS0iPgfSBpEhjPZ4QvpRRKZ3UM6tl51thGVapUZyIoSJoUrE0w3BjjFHwyjDNhIvyTIkKLMsCmweoTMidEKNcMoppKYJYQevLE6MPc/+k8KUQowktiWGxDJuAc08Mk7IUw3NzkjdAwUcBhGNx5jPJQAIxNDTAfIBKXKGQSBOImFFMS5Zh1GLW1xhPED0xyskiDiyH19TyNAoDx2MDnQjhmPF95yQyCTSeotRnkoGLMh7ZmPkAlRwYEKnYorMoVTLwJoYeRxrzvo/xxNAToy65uRALvpmJLz+gTA46PXxzH8fYtvY4A6A4RIn4chE87gSfaXjIyL6H8cQAxcGeW691SmSVS91xJ3r0KPCMikNPjB774xkVh54YPfbHMyoOX1JwyueGcwSn/KJRHgv6goJT7gIZriVZPsaMRme1hmu5KVqj4Vru6EZeaxuGa7uAI9zS+NGI2lNog3MEp3zsYECPiYrg78sKTrkNZLjGNQ+WUVvrDde8KVqj4VoRFpa81tYN13YBA1eyzGuf60+hHR4/OGVPjNrkCw9OuQvUuPOR0NDorN5wLX9pMlwrHN3Ia63GcG07MNScU1TnNp1CGzx+cMqeGLXJFx6cchfQcC3OllFb6w3XipcmwzXv6EZeazrdMFzbASQGT4lMTafQBo8fnLInRn3yRQen3AXftHf549rYWsO1okZoNlzzjm7otcY3Ddd2AIkBe3XNp9AKjx+csu1vypueG14IwQsxxCobF2xNQFHexm9Ro6IQx6uLjiHGJQen3IXccI3oQUZntYZrRejWbYZr+J681jYM13YBiRH59lf9KbTD4wenbEcMHkMxKBF/damkIRVpJARa+woX5itD/RZmWXCikjoiDJxIU85jGeDavwBXAeVIosREx7r7HUOMyw9O2QgyXNMxDiYXdmp1hmveFG2L4Vru6EZea+uGa7vAHYooUU/ZcApHYlh9P5g3pu61i8pnb7jWjhi4FKG0QLvULEVpKRT72CcbaHmEpS30stjJcjGCH8YGgicsID96popdo2wbH3zH4ThiPHEcT9fLIfw5DNfaEYMGYDhXSiepS4UKTJJCO8PFtkqMJIjzppDfQgcqFcIpy6OE2zjBPTBc1SBsQC0Sl4bQVAlimdD8maWhRo47x6x4ABZbk2+2L541MXocg5bE4H7KzGbKQR0QhND6gSYU1zaOqsRgSeqX5uRbUG4LTSaeGuuExj1QqjNZChsEUFUnAbazAoNScQxlFCbYvOd0MDpALPPN9kVPjB4Hom2NQXJVoSKsAwpicPJ798TAxW2WSWE5c0rI5RaUW3liKFwZGvmKWgU8pAVuBTE48IljM1nDnjXF9cGDwQFYmLpisz3RE6PHgWjf+Y6NFTLKQhOEgRUBdKs1M9CsSshtRgfWSpZZFSdK2Gy5hc8N/UGoIwRsjXvA/eF0aoZdChNlKhAukzalPlqS4SgQ7pwOBgeQmTPFZnuiJ0aPA3HAPMaOR3aNyfZhnTi+sVnr/RwzwXfRUVu9lCl/SGzGjvTBKXN3q+bglIVWinLUaKV80KSG4JQ0d2Nyc5aQ4mNuBKeEF38+7bVS54/aemlzU13imBrjkqO2kpTJh4esix3pg1OyfIi8OThlrpXyQShrglMyR+u8aoNTkphMW+YHcRXkqAlOGTLi1yFaqfNHbe2JUZ98yVFbmZcy+Zfa2JEqZNLLvbYEp8xfKEedVspoKukNwSlTHK33c/4Jjp/UBKfcIdfahvNHbe2JUZ982VFbqZGTt3TqYkdioKW8JDcHp8xfKEeNVkomPGs8gI8yZnMbUwFtpprglEyleFsO0UqdP2prT4z65MuO2qqWL6wcO7IUnFI5m+YShYbglKt4yJCjRiuVWZUmawcoIUX26MJtImKbwSkZTfQeppU6f9TWnhj1yRcdtZWkTLZYB7KKHVkKTil0Hn2+MThloZWiHDVaKanDaP0AJaRo8rvsmMRsMzgly+1RDtFKnT9qa0+M2uSLjtpKUiZ6qY0dSVopRp2CbcEpC62Uz7GplQKaZI3BKSkuJVdADXh4xE6JmuCUHOocfqBW6vxRW3ti7JW8hvNGbW2F3UNBl6iqenR11JFaqaeFkxHjIqK2PmOMF3vpZ5e4vm+Xv+9j7J1cBe9gsUiPwzGf785zHHpi7Jnc43lhGzFEvohOdrKa7hzoidHjQGwhhnbc4ASPlUY8UbPuY4gRWrWmgXCq9vGwHMU0cQJ3y29kHQ7tngw7bJ/210r57A2+UrRlk68UzXlbm8u1UCa1qZXCVd/LAxzsKzUY+2WphS5qOr6vpC8VH5taKZJJdayV4liqkA8xc0bmi+mEvnBUf7wjiIGTvutzxbssy9NVvFbtTimi2mH7tK9WqixlqtNKKT+dX+8rhVqp0DCiDsmkarRSzE+lHOcrdT0gERPCU+DWq5lqsKmVoi261UopHXPhJBIjtjL0v/I333510fj2q8o1HEOMwDBUQykemnwAXiVeHUUhZqWBmjTkaMeWy6iwyqAZ49yUDYghTYITg8kJhrB22D7tqZVaSZlqtFK0ZdMBaIJPGQqc62VSNVopbmnB5VG+UvMrfB2hQsrrogZ3A1JJTQeT6Xh6PZtP0E2NSvOmVmoxnw6G3WqlNBCDhdC5UMzpMK8l08ecxjoAsnp+xzSldBpJeB6qJIxkRruF0k/qqIxFQloW42Su04WWiiGZhIYCmZuy2YQ7EUlgle2+h7bL9mk/rVRJylTnK4VbNvtKpeiU4sOik0yqRiulOBHjKF+pGy8qR4WU10VBjUEqqentbH47nqKF2mA6JZX6plZqMfN86lQrFQqggxbwl+m8wD0jYtDqQm5js9QyKGihoDpK2kjCD648MQrJCOWgHkZuymaT0EnJodScoIPWYPvUUitVkjLV+krBlmsHKCFl2JYiapFMalMrhesusfl0lK/UiJTj2PzP5R9ADFJJja6xkTS8xW8HE28ttaGVWtzNHkUr9XyIwRP8vSNulsTg8IrqKGAHlDTL3CYxBC5wL0zZbAKbc8lM1L3wtsn2qZ1WqixlavCV4qzRVyqlI9EprMRkFa0UnEJ8qFZqBSzawxkqpJbEIJVUiRiT6cgTY0Mrtbi5Gz6GVuoZESOy0AiKAQqaUhhbL4KdkToqdZEVaZyFPFWZKrRUtBVGPc5N2UQMtEHRLc/qDncUdtg+7amVqkqZanylcMtGXynSSqFUCmoSkkltaqVwR/poX6nR/QQ4gQqpEemibq5mpJIa30LDanBzN7u7Gdxe31InY10rBRkmt7NH0Eo9H2JsLq1d7yj4amSPczrV6NSePZfDOzg7t3yM2a2noZV6TsTYhT2F5tEjr9ToUYOTa6V6Yqwg9hPYPk3NwLNHT4w9k3s8L2zXSvF1rVRPjB7PA1u1UtC/lFWt1DMixrpWiitlVI0o5PFNpZ4bLk8rpROcmyprpdKQXzR0d8O1G1opHG08g4dULUjjl4eraRIRuthrBJuDU1IASdYoIhRxTELII0SEpjBTqNEx7osL1EqFiVDrWqmvLxpfnVArBa+aYYBK1EotXaYKUyl4y6R5pHV9XuPndShNIkKdyHAZerJeREgBJJtFhEZLUnQcLiLMD1CvY9wTl6iVElYnvVaq0EqZzGYYoFKgVsq7TEmtclMpfCviQnT+CMBJ5tSfeIOIEBvBbHtwyoTKbXNwSi9cP1xEmB+gSce4Fy5RK8VE2GullpIQqjEwQCVqpbzLFObyplL4NlFMtgvHdTjIay2ld2mDiDAv1tuCU/py2ygihH5V4wH2EhHmB2jSMe6FXivVBU6plaIGFRCDk1aKXKZCXNJAplL4FlghH2uhMNVMqT/xehEhuUGx7cEplzVGg4gw0esHKAGPvl1EuCRGvY5xT/RaqQ5wQq0Uj7GhYCNBWqncZSrTuakUvmWxc49k1Ok1fim9bxAR5i2pbcEp83LbLCJ0GwcogY6+VURYIkaNjnFf9FqpDnBKrdQeeKxZbu+HhjK+bSJC/GW3Baf0ASSbRYTUkjpKRJgfoFbH2AI1co62Cg/WYJs+XO5qWPmyJ8a+yU8Qp6fpvkc45kx6EWEX6InRoxv0xNgzucfzQk+MPZN7PC80EwNnPXH8m8lELn0uemL0eB5oJgbFX8CCRsN9yXOb+ZbobL++983hxvCxZvSq2EcrxVzs42ui4in3TltiH61UsZGJKfTk2sKsfbRSueta/SnsjQsTEeK8D8WyJ62U7tZX6pc/72Y/m6hcwlHBKTf1C65m9Xa6dacnwj5aKZZoiaXSK57UWii0fbRS+UYc/sQ+QmUZ+2il8uiX9aewLy5NREjTO/TggTKi87ZURzWGDILT6FQ7bEp5eQPpAhP/XOQ2lUzY0GkoeiYRPDGchBEUsPIMwSlTeteklUqXs40xK7zTStitlVptpI2PUFlBuodWyr80ncJeuDgRYaI1lrNQhGHCu16PcapS1DUxSBcIz2IiiRWoEYxsmMFzMnHMCWfQPIcCVp4jOGVK79IGrRRPUl8ScZ7Oe6eVsYdWarkRFmkdrTEj3UMrlUe/bDiFvXCBIsIadEKMMMXX4BQS7a6JQbpAHvknYWYstC+8QEKHlkcSWhcpw4CV5wlOmdLbRq0Uy6PTe8VTXGXuXlqpYiP6bl0HhkffpZUqHFJqT2E/fNkiQhGly8Vv0jejkmCXR/IB6JgYoUZdIDSU8CbhjxsbTwxqXMEjEhos2BkJzxKccpdWKi+OueKpuhhiP61UvpH24vG1K6Sjb9dKLaNf1p3CvnjiIsJkK2VsHAoR+CzFitHQrpqgXaHDUakosyomXaCOsQAJvHaXhqmBRkMcZYqZIBM6kBiw8hzBKXdopTB+JmmlsBnj1Uor7KWVKgzXqCUVrQVF2EcrVUS/rD2FvfHERYTbih33v5mlmNClpwb0wRU/7DHSgO7nMfjypQzFuHncTkV78MYPbffQuHGrvR74Oz9xrRT2/ihNbARf0nGQP2xUIlRUHvLER0gUYy3dETuOIobaGy5Nocro8WTw//p//tctt+iwjyGCNIXmBZQ/gbm4C3BwM4YmU2l83Jn1ASmRJklno7dHEaNHjxI6IYbA7hlqRxjnHNiRWpZm2AqOdpd4wbsb6uwlIT26wXatFIUa20crpapzwjwMGxrnTZDdWIL3xOjRDbZqpWhIYi+t1PGTEpFiSXD0kOdxxLCo6HFrl5LEJXbr2FlXDM/0rrRfMLZqpTiNpu6jlTpe+vTtN99++8sOpFiVS2hJDBkEmq2TMwzKvaJ05cMmexvzLxhbtVKJwi7CCbRSdZD5v+N2clSNIaFzxA1qozTT1kmmrLE6sLGWTnFS2wIxDE+cVFakqaE3lIu2sepSnAp7HIvtWimm9tJKybSr0wmPnA0/khg6DDJoQEYiZWkYQ1UZmEQHWgUsi3IVRpophkGUMpbF+RvKBduEqe6J8aWgk1GpuLNGhVx2VoQ8pBF/LDGYDVKmUqO4VFA5uAhneEUSCB14UXaa8Q1iYC7cBlpij2TR2ePk6IIYIuhOLGtwXxxKXBDwMGjdtDqaGCzGuRjOeWSwLsiIGBhJPkopF7BFAH1zYvg3mAu30TLqZmytx/nRSY3RpThCMGi5aEZrbFTalnHHEcOhPCVmIsZpmDhOZZQCRyNazZZQS0oHqCblaZam3KYJvRGYC7fRsTuBLrLHWdABMUTH7YcsWh6ktTKvo3mMahsOP+lwF0f5xnY9njA6IEZ3PYwamHZl7VQTfOL4KZYeTwrHE0O27wm0QNROl36yme++LnhmKBFD7PHr1xBDn/RZqtt17HtJSI9usCKGyVRlJQlqpTR+cV5fKduqPnoSxOhrnyeAFTG4MpUGPWqlhHcJ2aaVyk4+p9WmHHVJDGOtDS3twSipXB5xjMHfhrVo0ilDq9hq3KZ4bscTMpvhirhVPSsikXTbGhX5ar6Q/KBI6G8S3iYIXpK3YL01FY6BoAXVRhy+nacgHLohePcpbQ6Pw3cshuPxeDIck2PCYDKaXA8GtAacwd/JtG6LUlNqPYCcNZ4YW7VS335ztLppB37Z7giVSzhqzTdqQxJaoM6h643RgML8tjDZ0HykdeIYgSrdTPPrPhWUjYRi4a5SMsG6XeHLM08MJUXu9oQuBW2C4IW+VHhrKg2PQ7Kg2ojDt/MUQgy+5t2nUDxxaBy+YzG8H6FzyOjqBt5fjdkNMIToMB745bCbKBEjidfqA1fUGGWt1FqYVHj6nRpZtn/e7qK2ejczKXFa2zoiBq3QFQF56wmbWPitBbdQWLgJfR0CxNBMppanocOYlTJ3ocK62FclCdQmyAmNcS5NiMEvkRhhtx017yiVoAEFuT0l+EWbIHjClwqypuJWae+bsBmHb9cpwONWePcpqBcPj8N3LG5wHfhwOLq+BS5cEzGGuEZ8jsYJbD6aDG7YYDwfjkejyXAwxTqkRAznKv1c1EpBwdqhlXoE/vN4/4N015RKfBGQYRQyZYEYkcHHLn3PlROZ0UrzAL0xUrh1mvjinImoBgikhWIPhycXqozpyJcIh40SFI5YFOemEoNfYv6OlqMUyEuliJW3fIqVaRcELycGWVMpnhODHKz2HQvJTyGEGpfcp0yWpPLQOHzH4tq3m0bT2ymbjIEYt4MF2kyhZ9Vwcj26mo0ms+HVcHzD7tj19eyqYoZgo3RnU3eNGPqRrnLvJniHLiGp/xMmmZHWN6VIAIzZjMPGARSaOCRiQH1BXQj44SURI8U6wKiYbG1EhM5PRIwIy5VKtV/rElHwS8zP032vcC8sPQgjb/kUQbURtgmCJ5ZDMkZnNnK8qDH2HqEoTgHvI7pPQbVh1cFx+I7EgDoXQIyb+8Fo7JtSWGOMrnziHWN3Q7aYEjGgvljclImh9ugXVYnB08e5yv2nSjrsfOOlci1DlsYsJwYKGxkq8TE6nwBW+CiVnhhkw5SgJYQnBvTQpScGsAINC5EYUOmEUMYMNvmckQyDX2J+0Wo2aSdK5pzk9uRC5kSbIHjL80k0NE9j45tSm3H49jgF/Angd4DufJIcHIfvSMzRu3k0H03Z3YLlxJgjM25vsDOOxFgAHUZLYsyrxNi99rpKDPVYmjm37+/RITFkBvU/U44bLbJMxpHxFpMitmGciBTl6QZfVBqqmAyWZBQbGzMVh4FUmYlcpMmFymRQPEkgAH+Nc45jRzTNYo3BLyV0BY6V21chsBsTwBGV8G5PIk424/BtA7r0WuutqeiRSRZUG3H4dp6Cs7CFd59yCdQ7h8fhOw439+MBtKKuh4PZ/P5+tLgdjMn5c74YTxc3s6sZm8FX8DK5m04WN+NKHwP6iTt/nioxNpxyToW9uxmdzmPstlPy+ihohif73gksFwltmEgulqXkML/jXTh6p8ef1cUoyBqjWQ7Lb4bw3+RmLTilt2zfjjRc6foeq4PRBmea4Nvfn1MuB2Us1EjF81dfRNn5cnGM4ZqwG45PNUjDOEi5gJYnE606GB9+ennQJRVQ+zXCz0QMcdCClJ4NF4k5RdMo1Rg83K3yxqkeDe1qXLywZ3/x3+PLjw+fHh6+P+xECWI/S7YnIQnp8QSwIoaFp3LlGYZzOyJ/U/Qmln0Mvm+Iiw8Pn9+y7x9eM/bT+2NO1OzV0e+J0aMbLIkhrQtsecggTGJucVjRSiMODRzz9k/vXn5+9/3DR3z/7ocuzngremL06AarGsMFQlabK45lltZ6OiNDX+K++fbrvfHVz7777rufffX1V7/57mf0xW+++2r/rTfx8z2O3aFW6gARIQtt2Syfx7XZhFKOpgFzqaFuqHutdRJjIonDRBQJyjt9lMpcy6c2ooVtRb5R7H95jE2Zx5psdwpFBEyDYWyKvT02jhER8vXWkZbMYighEhGG/urScG/Z0n/4q3/9t3/7t3/Et//8H/Jv/g3//OM//VMbqdQSKhVb00WnWqlDRIR85cZGqOUPTyXjEY1HpXSO60Ul37cItaNILEweMsnBUa/io1QWWj7pdSv7gjbS3NOXYlPafQYu106hiICpoakui709No4TEa5BJgLaUAlnijkdmtbhjD9sdik+voOX1+8fqGXVHunWAiIxLk13TalDRIQ8MNgho68TloTK4tc+dmWuJ0TlDb44obgnBkXLg5pZW01ZUF2EAZsMjodHCU6pZYeNX1HllZPT/35Rux3RRr4ZkcembBvoh6ZtfKWVUvxjeRbnreNEhGtIgOnwAIaKPhSseBLvT4wfHl5tfvnu/adPDx/efn/YABXf+rPyDNodZxYR6hSqAvoaml2WK6VT4WNXFnpCKGLK7yXy4nSBonBobmgjA05ZUkbRMK0nRpJ60Xhr8Jj45McsQhrUE+1mnmgjmS8u9rEpXatxaX8KnhjMlvf2yDhORLgP9iTGy48fHup62q/fvHmD8xk/HMYMseWuWsGUOLeIEB6RAaevGTACv3YJxq5c6glZrqMxsVdU0SkiN5gyUvosKcNomDJkvimVwoUd9phF5ZYpaflar/qgjXguqMXYlK2f93gKeY3haJUyb+2I1AWOExHug/2I8ebh84ftI1AfHx7et29P8fXGlFwufE3oruvzigh5gusf6GtmsO7ArzF25UpPiMzCAY2wIAYKzjHKJXBN85wYGA3TsJwYWUmQ1w5AijxKJaO+Tx5wsgXc8oViUy5jTbY5hZwY2PIMWbUP9mg4TkS4D/Yixqt96oOXbx7az4Una71HG0CrXkO3kFNTAboZZxURQlMIKENfU0c8iWEPGLtypSfEk8qw2Is00SQahp2aNObQErSCskQK9o+7sBF3CiddD9Fq6hjYTFEqCy2fj2i5P2gj4ywFqMTYlD7WZMtTKCJgcoXUcPYc4tojRYT7YC9ifPi8175+PGDCb6Mqx3iiaBmbJ5xbRMiX4XK2tToqO65d782LPNTTP0jc31FsymN0K5vbnkkFc8bglCW8xmnuffDuTZtDe1SU8fnS5tLtvhgRYbR/k2GXRo33TtGPigUN356AGJ8/7Lmz7+sGrnYA11ou328Oy1+MiLAXCD5ZbIgI10FjMJzVa6Wa0aK4f/r8dt+sS5QexdFmE6OXhPToBs3ECJMYzR1aa6U+7FthQC/9/bvWw7ZLAxfJas7l4onR1yRPBFtDjfm2c1krlYYC8b9+8f8WTfir/9iYtIG//fs//svfNqT9w3/8+7//j/9Qk5o4KUQcBKZmo7AzYoQ4/mpUGAMRrcKIYnhHrCDNFFdxyIyf7UJJVemofCVI2hRFCYV3lKu0hh+QqaWD9Q54s7T858W1szKOW422kl9brm7SeB8Yb2d+Q1qp3KVNxHGc0EubPXSFowzX1qFR3aCrWqlvvAzwxYsXjTK+dkrBr3KB4QZ+9t13P0MVIrx6LHf71TfffPv1L+sVhR2KCOOI48C9zRjOHFJAmzDQuWaKR4ZRTL5cUlXabimQqhFFOY0GUgmvlWakwJitZ9gO3izN+Kvi2OxULeOpo19boW4KGRCeZ+0mvkkrlbu0GS2VppdW59ANutZKcRbKOq0UEuMX5bx/tnr7w7t25/z64dfF25cPn4vuyav3f/JvX33/8acPiM8lgdXyufU9TSO++vh9MQ7WYVPKuphm7KIER14NKjlcpgvNlAh8NZFLqkyi0C9HwzsoQJIEpTWiKK9vtV4CpQ2aIKhEQe7Q0nRfl6WGzNJkrmzBSQQRtNTG+unUYtwZr7+1lagqu7TFy5fHRtdaKW5rtVJ/8+LFr178rpT1Fy/+evm+RRfD44didPfjw0+ffOl/9fFhcy+/fvf+w6f37x4eloO8rz7Rh1fv3sG37z79+LZbYrBMITFkijtBJZNMkBi5ZsrP9hWSKuU0TzFyq2JxyJ3AiqJGFMVchKYZXgKVQUoYaRloiXoqzNSl6ZI3S/OFMpFYU3HbTtqKfm1LdZOC+i9IXKuJa9RKrVzaqD7stFLcG4+jlfqzFy/+8GflKuMPL178xfJD+9VIH97lVQJ0xH/98PD+0/uH93U7efvjT28+fv/y13nV8eoNVDAvH968eockev39mz9BT75TYvDUe0HhU95wZxXzNQatbVR+pUMuqcIqAokB7SgVhk5iK2ZTFMUoxF/CvQRK2khirHBIJD1Vuna+RwM6Q87iynxoSMU05xO3fOIjkQp1k3EcDdfadYNcsnJpS3Tx8uh4DK3Uf/rbF1hb/MFXGb//7R/+8KsyL14dMDfxhojxE2349uUPP37cvgvU5r794bNnz8uHVeXy8eFTp8RgtBijIIYITEEMIZnjeUhOL6kqiAHkUaGMOLa2akRRIXRocS0HSqB4hM1vTwzUU+HfpFN7qUQLramO19qSmXJbR2UqG/k9lAZVky2XUxi5cmkrC68eGY+glfovoXvx4i+p2njx13/xuxeE364y/LplF+MQfHx4//DuTd4Ae12aPn/1Y4fqWpRZh74pxaFRYKBU6VQJ0kzJTMFjmNYAkaSK4/hN5uCxHDloejhqfdWIopx11DwjCVTqImsjoaFHj3oqzLS3n9luFGZpkX9gYw8oa+cCSH5tuVaKZxY6KFq1GpXyWilyaYMnyhlbUo+hlfovX3z92z/Hd7/1nPjVX/zFX/xlKUPrLsYh+OFNk+jkHPMYFeVUddHIhiiqkHc0PLm7fJ4eL1Q6gVbqTHgMrdRyAOr3v/jDX/zNn61neATDg2246Am+ncZdZxni77GGk2ilDulidImLJkaPJ4F9tFK+XdBCK/UYXYxt6InRoxts1UoJk7XTSr06REneJS6RGBfT0u7RAtu1UrQ0sUYr1SR9+rt/3V8ndRJ0t4JvT62UdApHf4wzDvvViUODmeIT7oYl5J2/mrnjcaJPvMKiHJxSuFgybkwRHnI/lINT5m5SVjMTx/s2vKUfv+LWSi+Tymf9W/oxdIXutVKsVivVgJ8d56jWAR5fKwUlB97LiBaDoz2bccUnhvb+Ik64qcSixBgZ3UZpXUclOCVU+1ios1bz6uXglN5NSqeaKyn3JUbkV3jjSK2XSeWuVu6xQqpU0LlWygrRwlfqp3ftl1d0jEfXStEMnidGbBhG12OByD/hemfGAzyHPBYl+kshMfiJi0cpOCXOe7Mk045ReMg9UQ5OSW5SPkIl1Dn7ba9jHyUikn62nXYHTxqjz0KMrrVSEirC/X2lfth3SesJ8ehaKRa7DEUigclS7s3Y0tB/YmSNAY9au4xFSf5SNmF14Y67RCk4pdf+ZlDhUXjIPXdQDk5JblI+QuXeAW7g8YEiKaYU6YtpXg9aUTI59SOhHmf1lSrJZM+HR9dKQaojqR2GbOVohsgC6T8x5g2hTGaLWJTkL4U7jU7rrlQKTkmFMjQ2ZRQecs8dlIJTkr42j1C5tzYWagwKRAudG7ytpJCCY2dWpeeYrDmnr9Tbdz8dde7d4PG1UtjHCIkY0BvxctTiE7XqpUhkXMSiJH+px6sxsCBzcrDRLBYUHnLPHZSCU5KblPARKvdtSSEjczdPejZQ+EEB902HJ34k1OOMvlLfv9/PM+fEeHStFKZCy0kFVkGPF32gYmh3+E9kmSZjp2QRixL9peAL2F1H11uPcnDKLI1SLnG1iA8PuR9KwSkLNylsSu2/oMMoOFaQr0zBSit3tTpPU+psvlLfv3/48ewdb8T55zGqRQdLUk0sykcSX3cenLL1Di9nDueI4JT7oI4YLz89XAgtLoEYVfBl26Mci7LlEtMex+IshmsvHz4cF3eyS1waMcq4nKdnj23YqZWqwyYx3p5bBVLBJROjx1PCFmJYTp1PJhPJklzEsEmMzxfR6S7QE6NHN9hCDMUlTfo6pkKd5DPf66HG/v6v/vGguGEnQodu5z2eNbbWGMJpm2uldK6V+varKr776sJQuYTTiwjzbHX9B+GH7LW1rjr8L9ar3TC2apXlwGCUJeQhKdGjgZMeMIzjGKp9s+9gGCkP8cQMmqVZ8t2zuvBO22sPXsfo1Yvk9EYiwv1PoVt0KiKEphRdnmNxovO21FpT6mVt3KQzosOm1L4iQp8NsV6iyZ4M5Xi8IikVm7NkAWfKLbc/KBhl+QB5SEofogxPwEoZcxnvbYZAykOGVlih8XEpUURYeKftg1zH6NWL6PRGIsIWp9ApOhURMqeZDlkowjDhm+sxfvj05tWrh0vqeCMeX0SYZ9PwbM3i0PLQYNxKUgsSMShWiwA2QK2SUNgUhfGTjBIq4RiMEmfdgBgmLrY/OBhlCcpr4Cmapv+BHYab3d/LwDt7pCE8GSkuJYkIV95pu5HrGEm9mDu9RbzVKXSITkWEtSBivH758of3Dz+9f6ixRTszHl9EmGdD9zT4zTMhMpYZTWpBJAbpCk0sY+ABxZykshVGPFY85ZmRKQb4C6yDyqjY/rBglBXQ8z5WJiqIEWI4QKru9oMXj0gvDcb4nFzplXfaHshVKRmFgKObJVy7U+gQjyMi/Onh4eHdm7eMvboA1eAaHl9EmGdD97SiYPtuR5zXGJJc2biNDcacRAMzCvQImYEdaLMWKqox0hUxDgxGuYKfSowkGs6KwhwKHtd7r8jIbW5iSctKZEwiQrH0TtsDuWAd1YvMO72pdqfQJR5FRPj9BajLG/H4IkKfjdzTSsTIo1EyNO8kXWEE3VCMOcmobNUQQ1NkZE+MA4NRri7bh6R0IQrGl8TQju1rLEXKQ3IVRUc4JiwnEeHSO20P+Gsg9SIjpzcUEbY4hU7xGCLCVwdGr38cPL6IMM+G7mlhpG2mUlyAkUejxB05FwI5YgDGnGTUJ7coJZSpiYwOpMqSQNksYfn28qBglOWrzkNSihhHpFAPiC0p1Pfu23Um5SE08VQCdQ/GpWQkIiTvtP2Q6xhJvUhOb15EuP8pdIvTiwj/9+8vrl9Rxtkn+Oq6zbz6buug0+HBKLfivHKUs4thHkEr9T89INTqI+LsxNgH4fa+dR+M8rw4WXDKc+JJEKPHRWOniNBC0xqVINu1UpeFp0KMszcueuzAVq1U4dxe0ko9G2Ls7StlOf4rb7o+cmMVukxlIteICJ2H4lv1NTqPv9ejio4lIdIpvUMrdXGoXMLj+Er5Ad3irm3sGBdL+5CMNH4L+yxC8a3ydBt/rzBcI60UhZjEd20iQxaGa8Jqb7gmLZLf7D3BUpyCNSI3XLM47a+ys3SgupWEADES/Lm2aKUuDmfxlcJ/PDEcZR9hgBPcJsE5usSg8z/5jOkUQ/H5iQ2xDMUnIIfAUHwdx98rDNdoBh1d1+hdm8iQueEa+auR4RrNaKCko90pwLUVhmuGxSJ3XXt0dCsJcZrZUDZppS4T5/CVMibCmTRnUPYBRVykTMUiAHYIdGWiKH0iwHYUEQM/5qH4YgE0y/IgfV1OCedCJfxDrmtJPmW490BLYbgmqVYMFUYZS1tFfPJHzHLFWIzmPfgEYLUBa0+Ns/pKXQTO4SuF/3gkpUDZBxaf1E9rQ+MDZ+pC3K8MsIAUipAiFF+GTSoUk3Qdf8+XykIrpfJ3LZprnhgyDTNyvxEsClEQ0poYqUB9FB44zDhK68/jXXtOX6nLwFl8pfAflIAQZR8lYgjnexGorzWqIAYqQopQfKi2JTFJ1/H3XEkrhXVU/m5/c5JceRgzHfmAxsKq+LAaA+tXPHBoUi+YOgPO6Ct1ITiPrxT8M0GGfcyYR0oHqPcIoCBkOG7FZGahgyJSaFnlipAiFF8cQWsNxSQdx98rhEqklSK7ev9u/6e1J4aI8AmPhmvM6wBbE4OeEPmB8cdAwdT+l9EdzuUrdTG4pHkMxXnu3FdpVqMiJJ/cBnatfM87bGPkQiXSSpHrmldNtRj48oZrzBroupPhmrbYfnTx3iv4/Cnw2PqWFHSp7NJ17Rw4g6/UJeGSiBFDy76uHC0VITyLV8t2TrZ+p5vObufebY+Ks/hKXRQuiRh7oJ/Uu0B05Ct1WTiKGD16lLBNK4UBzJ+PVqpHjxK2aKU4CRyep1aqx/PG9hpDZryqlfr5NxeO7rRSPZ41thODRlDKWil25qisO1G9hHbE4NZpJlzCjFWGK2edfxp4rYZ0pBrMmsfhxTIoCmysykP+4cZSaamKsdOqIdty96LQ8xYpOq0cC5OF69c0nQpbtVIiSdZ8pZ4YWtYYIQVIYVrhyLtRDOfxGEty3Vu9NLV8Y1akgY3jckq67saWSVuEHF43ZCt2Ueh5V/soropEuoE51zzys0DLUaknhpbEoJCilkz3JJZtr4x1sX+gU/0hFDwkuDTwoPeBWAN4dqDQVtsQ5aP5zAVsDFUCJpiQW8FSnsXaJsom+ThG7JQOV4ZshUkb7B7N2GgXhZ4X5bcmUTxF1bc0iUyxLhcKnajwuFoqCeeUhKHpUFXy3NETo5ScEwMe1jEnYmB8Yh1q3xDyDatIiAj9Jg3qAhlqo0LLslAbnrFYFya2JrPAEkpwKFP2plFGw05pUROPU05rHnJDNl2YtEUijGSG1cRSz4vyW4X7kBbqFgHJVGMkYSqAxHQeUmYMJYs9MTpDa2JUa+8wWbVyHS/LGiptLx4zUdqwvI81P+TyXHGSVNrzoU5KSXz1QYVN08aHEAPaUUzEERFDBBJa+ca3Z1yx2Aie/UwZCUkRFnlo6BssuKiZLRo+xCpKKBED1wSmZAHCI57lnYzckG1l0lZ4Ly31vCi/xRVCQcrhgqTkOTGYiZQ/j1AlKVRiLrrwMcOnhNbEqHY2dMm9OjF6lairqz0trVmr28da56UsU1uzOYVm/5Io0EJfHdg26oxaEsOHpqY2fEBlW2VkwWy8ZxmcToilUkdQKB3TXEKHOMWMBps/GnohaVFjKP9izBoxDIa9xs64CCwrGbKtTNpWxPB6XpLfIjHSJIOcnBc1BpxR6s+DpTaBjr+s9s97HINjiVF6RkFrd5WYVCPfaif3IobWpaIsqjJpVWopyPKCt86IwawzCh7AmVEJjyMbK85jalphtOsosyoWGKc6Q51TalkEraFIicg6+BwZkRoVSYpNGuMAFaeEVGUouA2jJLVF1FKexi5J/TJPMmQTS5O2xGt3V3pelN+qOIb+jowcdynwJiZvfhpJp/NAZW7G6HR6dIS2xAiro5XlMIuhWDVvuK6q4rQouSWV97EWpxGa9Ksv1vyXuF5tJ3lJvpzoJs1R+3kMv6d9NUy88ic/tXA9vZwsk1UKr+TqAL30qjv0ne89k/fGVplsdJYFbD3aoyfGnsndoH+mPxX0xNgzucfzQk+MPZN7PC/0xCgl+5iMNLZjaWhYkPUg537geKWFWh3AqqaRINRL1QatZDiZjgaH6Gbm3z0xSKfM2lh6Jip6sKQuksGmYmy1xyRZm7WqgXpMXVJPjFKyj8mI6iUyCmOoy6CfMy+7FQEhTdRhlJd1GVTxEWUh9TdXJxJ9c+Li3ZMDTemsf5mW3tcHmEnrvkT4sfxkRw8sfMxHSE+MSjLPg9YVRmEiQK80NA005CRIQiaSPyl0EeGBYdLLoCzUHgKlTPDRjzij/CNmXkmFL1KFTtr8x7WycDOzHbqDPBaAGKvrwVuDPovpKvJHYiPyZkT5l0mUkSQMwMnQUFFQ4yTM43LiTkgxgTc2IUOhYgMK5SkoXCeqwASKx7SXg8mEZGMhcEXw0zxYemJUkjEmIxIjNwoDhoQmthoDZqmE2gsy0zSZ7WcidRrJXAZltYlJylQ0MkwWA7lIMEUvPJAm43ngyXjpZvYU779zBkp+fj10a8hNsQhgnnEZkTejCaWEpmiakNgG5TNOBxwtGkUel5MHobUa9ZfQgjUSpZL5BnkoTx/uk5HVp/K2jeiU5Qz8TMDKVPDTCMR6YpSTyWAmrzF8CU5iJSOciLYUg470GiViQCuLYufFgkVaSpIyLYmh0J3TK6nwBcrFMgadsIWb2QnCJ50e8NCQrLie/NasGkpQ7fKIvBnR3tSsYvelePVxQhaNRfhBfIFawcIt5SHUJUGxgQ/l6YnhIg1Z4X+ybcS46EoDkYB+xp7IJr4nRinZx2REYuRGYdhYSliqGAWX3CQGTvVn0hMjTlhIUqYVMZhTSyUVmRQuiQHtJ+9m9iRbUlSb6uJ68ltTIkbAgQjozah5bDeIIciisUyMRMBNBUZw+pxvkIfyJGJIncJDJFTethGeRkYjK6CXxtMTPVh6YpSSKSYjmY3xpeMTxhuVjIJLytSbEJL8iURTPLJQ5r0MClpVIUMpUxjpQi8FOSUJpvBFBzLXQfn2E7qZPc2WlIxiY+PievytSVAPlt9uG7lUojejhWYSRuFMwkBAEzSQCuoLhhaNOo/LGeKLTHQsnZHQulJpmG+QxImBFhiF60QVWJxlmUDbRmtZmkElFTt0Ozw2wm0TemLsmVzFsvrmtRV5WS/l865l4zXvviA0XpTCkaeVRWMBS8MQ642iktKsLC1DM0eOle1Jb11PjD2TW+FktoJPHbTet8aiMUlCu795r86cPfXSk54Yeyb36ALrbhUrtHv8n76e7ZAY0DIXcMZctvOzlj7eBGtrg43bcb59o54YPQ5EO2L8eRMYrlOSNuSKad1qYFloFcpEmLbRGXFNrZUhbZR0tLTVxGUnG4SlHRgfbo/pOtG4iZs8bCw0HDgOJ+qYBnxNEcruWWJ012Q4Pp1eT+aQ4ZriRA7Gk8F8QnHxrpfR8XxYyTz7Yo5BLdb3NliMN747Aq2I8bsXjWC47FPJ0FBYlSrefteIt4y0SQposamE+eU33/z8V7UvSV5Incb/sfwrEZrNkc+WxJARRkoqf0mhY3iwbUhQNO1WGqg7YykVCzFsC72jUHbPFLdNxXaMEYwYxm4Z3s1mEzacsMEVFP7p1azIMlsSYzpnC9jTfLC+l9EtG993d7atiPHnf9mEP0c+cKtRFLD5+H7dhFcMFTKGW2bQ32BtMy4lr3/BVKwsLJmIaqishGNm88ndnhjeGMRb4zCUy0VYbeDyVitYmAhUMpDaQZpc3IGxw8gnxwiluRVLfjpcuhr4oHvKv8tD2T11TMfz8YDRk302HI/9H/h+Nhiw6WAwmU9u8C98M5gOx/MRhg6eDu6G8/w5fzO4Gc0HgyFsxwZzNmDXOTHY7c3sbsZGbIBR867vZ+xmPGWDmwkQA97MxrPR3Xg4vl6w4Q38P5iPp9PJfDbAIwAxpneUn/aPJ3nMNXbXx0jgAalx2Wq7gWVc56+5CNcXue48HGZPBCM5G27OrNkYqTiEGLFaWuPguGsUMmUtgzIf8MSxyIaZj0RZSBF4YaATs1hzQyY4HjoK0V4hFUyl0r/zoeyePO6gwcMmswVbzIaD/A98fc9u59Pb4WIyvIP3+A0U6OvZAhKhvF4NF8gYYMvN/G54z2a3SIgxm44KYlxPFpB6tRiywehqOLq5n41wV5Pr2ez6BngB37L7OWxyPwFiXM+vB8DPu+F0hEcY3Q0WU8pP+x/PBotjLvELGpUy4Ubz/RBipGZpjYPESDIjcUqJsxinvL1YQUpB0VARPDfQYZGIY8PJBCeHjLGewMMa59/5UHZPHpPp+G4Ez/f5YjEYFn8wYvbtaLRg4xtoNl3fYjuIiHFzN8B21O1wOF4gW8bj4f38lgFTRvejGZTzVY2BMY3mi1s2GF6PJwxrjMEVFHQo9dBKmgxGI0+M4d34ZgjHmg9v5xgiDI8wothhmB/3z25no9Exl/gFEaMGBxAjDPjSGodm6tIYoyHE2EnIieHVDiJ3ceK5gQ4zmUyVN8HJIWyhhpBLXUT8FCUg6xjd3lxDSR3cj+4myz9seMsWS2KMZncsJ8Zsfju7BxoNb4fUvppf3wyBFRgS8h6rCE+M6ZCIAX0IBlwYzq8GQIwpBo5EYiygIz64ZrMhEYNhKPu7OZuyxWJ0d8PwCEQMyk/7h27L9JhL7IlRSlaBdbFYWeOg6xM3WmSZ0JGxzEYyNUkqUO2QJY47WtIUhKT4QFc57GpELvJlP8I1TDpWkmdW0dCU9KHsvgBAQwiK5xBIMCv+zO7Z3fXtGCqNxTUU1tubCRTw4d3kfnJ/cz2c3l5f3SwAU2hj3d1fzwf3wB94wCMTRrf34wmU8Guodqb3g8nNEGqW6+HsbgL/300XsP/b0dV4fn8HDbjF7BZK/PQG2lxAkumAQcsLjzDBrjow9G5G+5/d3fbEaMQx8xgbQwGbn1dLAVr67TwHDFd/h5Uv2GQ4nA028jV/0eJgNfs/EEFQtwjxS0Fy2gm+zU7N80D7WI9nwhHXeO54TieGqVzqjjtxxG3s8aXhGRWHPgZfjx616InRo0cNuqx/evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49evTo0aNHjx49Osb/H9mZ7hHLEmZVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<pdfplumber.display.PageImage at 0x1077fd420>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gridlines =  [ x for x in report.lines\n",
    "    if x[\"width\"] > 10 and x[\"x0\"] > report.width / 2 ]\n",
    "\n",
    "im.reset().draw_lines(gridlines)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "---"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
